{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6dbc5778-cbe1-4326-a63b-87867e82d0b1",
   "metadata": {},
   "source": [
    "Chapter 11\n",
    "\n",
    "# 支持向量机，线性核\n",
    "Book_7《机器学习》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d082916b-dab2-4714-9636-a96b3173b233",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import cm\n",
    "from sklearn import svm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0822a3d1-4c38-48ad-ae8f-6a4033122d72",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create 20 points \n",
    "X = np.array([[0,2],[2,0],[4.5,0],[4.5,3],[3,4.5],\n",
    "              [2,1],[1.5,3],[4,4],[0,3.5],[3,2.5],\n",
    "              [-1,-1],[-3,-4.5],[-2,-3],[-4,-4],[0,-2.5],\n",
    "              [-1,-3.5],[-3.5,-1],[0,-3.5],[-3,-1],[-4,0]])\n",
    "y = [1] * 10 + [-1] * 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4ad6b8c6-e736-4969-966c-f50af5fd7546",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cS5BigLRuQTVtSBxCz6IUWAJ10zrMmXk0Nm/cANM0a5JFKVc4T3nBre5WsSGjRyKLcpCc+7S7bLOClV0qtmqtTRalICfKfm9ES26HYNHaNJZsyEYii3JCe+73+tHqbny4uhuTR7XUZE2sKJf93nYjcynmn3zZgfe+7IhEFuXk8YMBAIu+7ASAmmVREl4q+71p240EACxdsR4AQs+i7EvTR255worgykVueVgSrQgOAMaNGYPDDj+iplmUSiYDpcJ5iiO4HOUitzxxBJfD0hRYWv/ILU8cweWwDRW2oZb8XtS3KGO5FRGG4JLJZMXoDYjmFuX1N91S0yxKOZmsGL0BseCAXORWKXoDYsEBucitUvQGxIIDcpFbpegtyoKL5daHWgtuoMgtTxQFV8sygYEitzzNLriBIrc8zS64gSK3PM0uuEqRW56oCi6WWwlqKTgnkVueehDcs0/9J5CfJSWSkBLOzlMzC85J5JanmQXHCjJYoXLklqeZBUd4EYQXBz4ugoKLE0rKUKskE1XNfSpKJJy9IXEsQRJAxohGkklecADw0ccfY/sp02Db1PeL3bqWy9iSHZ6nZk0yMfTceRIkZ2/czZpkYpu588SK5bfcimnWJBNqGbn/U2FrMk9ecEA0kkxiuVWgFoLjOfe/gqgKrrM7DY0V0K2ZaBE5X//QOA/nqRkFx7Luz1MzCo4h7s9TUIKzbQoKYPX6Dog8h2HtLbBsCtbBcwctOIawro6PkuBiuQ1A0IKj1Nt2QhQFN7itFbplY5Oi48brf4exY7byrUzA63lqNsF5PU/NJzhv58lvwVFKseiLNfj3y+8jo+SiyZFD2zDzkD3RkpJDF5yX11NUBBdfc3NAkNfgLNuG5fH6C8cSpIToXIMDcnVw777yAq6+/Be44Owz8fAD9/nyvLZtwe5pA+SWZroGR20b1ONzNdM1uGrOk1/X4CgFOtMKHnr2zYLYAGDNhk7c++QbjsSWJ7BrcJTmvlwShWtwsdwcEpTgBEGAIAieHx/FOrhDDzm01zQBPwTH8wJ43vt5ahbBsTwPlucHPrAMzSI4huPBcN7Pkx+Co5TinU+Wl3zs+s3dWLl2s6vnC0JwDMuB8bDVDYQvuFhuLghCcIqiQFEGTkmuRNSzKP0QnKoqUNXqzlMzCM7QVBha5dTtgWgGwdm6BlvXBj6wAtUKjmEYKJpe9vsZVXMdNPktOGpqoKb38xSm4GK5ucRvwSUSCceZkpVodMHJiYTjTMlKNLrgBEl2nClZiUYXHCtKjjMlK1GN4GxKsc3Y4SW/x3MsJoweigHmcZbET8ExnASGq+48hSW4WG4e8FNwTou4nVAPglu8cKGn53JaxO2ERhac0yJuJzSy4JwWcTvBq+BYwmDb8SOx7fgR/b73tb129JRJnccvwTkp4nZCGIKLsyU94lcWpdMCbqdEMYvy9zf/AQzDYPTW22DE+Eme6uAGar3llkbNonRawO2URs2iHKj1llu8Z1FSnHDYXlj42WosXrYGAs9htx3GYfSwQVWvyY8sykqtt9xS6yzKWG5V4Ifg8lGbH1uTeaIqOMOm2KTo6NZMJHkCjnNeQ5OP2iQf37wbUXD5qM2Prck8jSi4fNTGCv69eXsRHMMwYABsv/Uo7DRpNAD4upNQreDyUZuTLiVOqKXg4m3JKql2i9JN+y03RG2LkmEYCCxBuywgk+7Et4481NU1OCeNk73QaFuUbtpvuaHRtiidNE72QjVblHn8/oBVzRblQI2TvVCrLcpYbj5QjeD8yJYsR1Tr4P719zvxzoLXXSWZaKoKTa1+778UjSQ4P7Ily9FIgrN0DVaV2ZLlaKRelNVmS5ajFoKL5eYTXgVXbZ3bQLAkeoI7/4c/cp1FWW2d20A0iuCqrXMbiEYRHOF4kCrq3AaiUQTHsDwYNpjzFLTgYrn5iBfB2ZYF2/LWecMpUROclzIBy7ZgeexQ4pRGEBy1bFAr2N9vIwiO2hZowK+nRhAcpcG+XwQpuFhuPuNWcBReu9y5o+4F57ENkFvqX3C1eUU1guBqQf0LLvjXU1CCi+UWAG4Ex3Gcp473Xoi64H516SVId6dLHstyHNganad6FhxhORCP7ZLcUs+CYwjruuO9V+pZcAzDgmGCP09BCC4uBQgIp2UCWs+cslQqVZN15QQHpPVolQkMGtyOI2aeDIsTS9bB5ee5JZK1OU/1WiZg9iRJiA4Hu1ZLvZYJ2Ga+7ZX/maWlqNd5cIV5bvA/s7QvfpcJxJFbgDiJ4GRZhiwH/8IpJooR3BXzr8SeU3YBIUC3ZmLD+vW9jpFkGVKNz1M9RnC8JIP3scbNCfUYwbGC5GuNmxPqMYJjOBEM50+NmxP8jOBiuQXMQILzs/2WG6ImOACFOrj/vfIi9tt9Mh558P7C9/xsv+WGehOcn+233FBvgvOz/ZYb6k1wfrXfcoNfgovlVgMqCS6oIm4nRFVwLz/1BLKZNM4/a05BcEEVcTuhngQXVBG3E+pJcEEVcTuhXgRn27RQxG3VeI1+CK5u5TZ//nwwDIPzzz8/7KU4opzgworc8kRRcL+55neFJJO84MKK3PLUi+DCitzy1Ivgworc8kRacJuyeOfzTXjlncV4+KlX8cQLC7B0+dqar6dawdWl3BYsWIDbbrsNu+66a9hLcUUpwd35/NLQIrc8URNc3yzK88+ag2ee+k9okVueehAcJ0qhRW556kFwjCCGFrnliargthnTigWfrsbrn67HZ6u78MmyjbjvP//DS28trkU1Ti+qEVzdyS2dTuPUU0/FH//4RwwePDjs5bimr+B+cecb+P1Db4W8qugL7ifnnYOH7rs31DUB0Rfclxs7oWXDi3DzRF1wC1duhKGFF+HmiZrgLJvCUrqhZjshJlNoG9wKmc+t6ZV3P4VumDVfU1/BLVnV5ehxdVcK8P3vfx9f//rXcfDBB+OKK66oeKymaYVUewDo6sqdlIyiQDMMpJJJZDJZJBIyNF0Hx+bqOUzLgigIyGYVJJMJpDMZpJLJwq2iquB5HtS2YVMKnuOgqhoSCbnfsVlFgSiKsEwTYBiwhIWu6/jpcZORyWZw/WOf4PJ73wYv8Djja9tAkmUYhg7CEDCEwDAMSJKETCaDZDJZuM1mMkgkk9A0FRzLgQKwLAuCIEBRFCQSiX6PUVUFPC/Atm1QSsFxHDRVhVx0rNrdDSpI6MgqaEnIsCwbDAMQloWh65AkufCz87dKNrtl3YSAYRiYpglRlPod22vdHAdKKWzbBs8LUBUFciLR69irrr4Wmq7hofvvw1P/+TeOPPqbEEQBuqZBkmUomQzkZLJwqyoKhJ7zzTAMCGFhGDpESep3bGHdug5C2MK6BVGEmu1zbCYDKZGErmngOA6tMLE2rWCVwiPFWpATSahKBpK85VbXFHC8UOhAkz+HoiT3O1ZTsxBEqfA6IYTANAwIotT/WCULQZZh6jpIz2uWsyyMkgmWblCwllJQuh5SMgVdyUKQEzB0DSybO9+U2mA5HoamQpDkwjGFYzUVLM/3dDqhICwHU9fAlzhWVxXwggjLyp1vhiGwTAO8KCFpZjFpEIdPV27AYkPF2CQgiElYZu58A4BtW2A5AaamgJdkGGrvW1PXQTgOoDaoTUG4nrWIUoljNbAcX7j+SEhuLZwgFo4ZwWqwh/BYskLBp+sotiMsWMICDANqmSC8CEtTwIpy71tBgm0aYHpKL6htg3A8LF3tf6wowzI0kJ7zDUrBsCxsQwcrSP2OnZCygBEilqzqwIdGFjuOHgSGWiC8kHt+QSq61UB4AdQycyU8hXWXOlYF4SVQy8jV9PX87hmWh21oYAWx32OooWPNmrUQtA4IrAk+IUNibShGGgnOwOo16zBmaDL3vKYGhuVBqQUg97unlgGGE2EbuZ+dv6WmCoYTQa3c65thGFDbKqyl+NjcrVhYd/4c7r71IPBWFou+WOPIFXUlt3vvvRdvv/02FixY4Oj4+fPn47LLLuv/DVMDrVEBZzkYhsFPjp0MSil+//hC/OLON2DoBs5zOQ/ObwghkHgWKgNolg0ONsIM8AkhuPI312CnnSfjq0cchaxhI8CWgI6ReRbDkiI2aTY2KwZEOfwIrk3iMCzBYaNmYV1Gw5iQtycBYFhKhDkkgS+6KZZv1jBxRLhbgQAwbnACZreEzzt0LF6XwfYjUiA1KFSuxMRhKcC2sWRNFz5e3YUdhydC+aujlCIl51L/dSUNkVgQZQliKwcom9GaCu/3RwjBzhOGIq04a+TMUFrrXVRvrFixAnvssQeeeuopTJkyBQBw4IEHYrfddsN1111X8jGlIrexY8di/ecL0do+BODcD4P0m46ODsx/8D1c++iHAIAr58xwPfA0CCzbRlq3YFFA4kiohd4A0NXZCcO2YfAyTNPGZx+9h2l77RXqmgAgq1tY3a0CFJEo9M50d6FLNbDO4EEIPA08DYK13SoWrU1DYEkkCr21TDe+7MhiYQdFSmA9DTwNgsVruvHJlx0YlhJCKfSmFOjKKLj53mdhWjZSnA0+kYJC2pDkKGYftlvor/Hlq9bj6u8egM7OTrS2tpY9LvzfpkPeeustrFu3DtOmTSu0rHrxxRfx+9//HhzHwSrRfFgURbS2tvb6AgAGACwDMN3NygoCluVw8QlTPc+DC4rIXYNjCUSewyCRw/9deAG+dcRBvergwiJq1+AIIRiUED3PgwuKqF2DYwjB2PZU3IuyDwwDtCQknHzEPhg2uAU2AD2bwfA2HsOGD8O7yzaF/hp3St1sSx500EH44IMPet03e/Zs7LDDDvjZz34GlnW+rcAwDBhCCq1l7BAjON3ItQGqdqJ3EESpVZeh535XiUQSAoNCFiUAfPP4E0JZU54oteoyjdx5GjQo16bM60TvIIhSqy7bzJ2nCe2DAHif6B0EYbfqIoTBuFFDcPYJX0XnxvXgOQ6JtsF4/4vN+HRlJwjT4XqidxjUjdxaWlowefLkXvclk0kMGTKk3/1OIAyBTRC64GQp9wfvtBdlrYmK4KSe80QIwfU33QJKKe65+85YcH0QxC0tpZz0oqw1UREcJ2xpKeWkF2WtiYLgAKCltaVw364TBoMwlXtRRom62ZYMgnxGYphblOlMBume4uRqJnoHSRS2KLOZDLI956lUHVy8RZlDVTJQlS2lAF4negdJFLYoDVWBoW4p4o7H5ZTG0lVY+pb2W14neodB3URupXjhhReqfo6wI7hUn8LkOIIrTaLPecoLDkAcwRUhyf0L3eMIrj+lmkvHEVx/SjWXdjJNIAo0deSWJ8wIrjhyyxNHcP0pjtzyFEdwhBBYDBuJT5JhRnB9I7c8cQTXm76RW544gutN38gtTz1EcLHceghLcKlksl/0BsSC60simewXvQFbBPevp5/Hod84Gt2aGYk/tLAEJ8nJktEbEAuumEqjgWLBbaHSaKCoCy6WWxFhCC6TzSKTLd0GKMqCS/K1FZySzUIpc54IIdhrzz3RLgsgBFi4ZCmeePSRwNc0EGEITlOy0Co0To4Fl8PQVBha+VEuseByWLoGSy9fNB1lwcVy60OtBZeQZSQqDOGMquA4traCczKsVGAJrO7NmHP8UZj7nVl4+IH7Al2TE2otOEGWIQxwnmLBAZwggRtgWGksOIDwIghfeVhpVAUXy60EtRScruvQdb3iMbHgAMPQYRiVzxMAjBoxAvsfcCBs28YFZ5/ZdIIzdR3mAK8nIBacbeqwzYHPU7MLjlpGIdmuElEUXCy3MtRKcCzLOipAb3bBEcIWmu1WPq53mUCzCY6wbKGZ8kA0s+AYwuaaCTugmQXHMM5b70VNcLHcKlAbwTE9Xw6ObGLBMUzuywnNLjg3NLPg3NC0gnPzh4doCS6W2wAELTjTMmFazmckNavgTNOCafbvH1qOUoL7z+OP+bomLwQlONumsG2K5as2YMXqjYX/dkIzCs62Ldi289cT0JyCo7YF6vI8RUVwdV3EXSuCLPQWxcoXa0sR1UJvjiVIAsgY/hd6ezlPxYXeCxYswLa7ToVt09ALTv0u9LZtimWrN+KR596CksllSibfWIxjD94DY4YPdvTczVbozfKCp8c1W6E3w3qbLxWFQu84cnNIUBFcNpNFNuN+InCUI7gg6uCy2QyyHiZM5wX32FPPYtjwYQ1ZB2eYFu5/8g2ksxpYWGBhoSuj4r5/vwHLxeu0mSI4U1VglijidkIzRXC2ocI2ypdMVCLsCC6WmwuCEFwymUAy6W2oZFQFF0QdXCKRRCJRujh5IAghGDakvVAHd+df7miYXpSWZePDJV9C79mytXr0BgCqbmDh56thuXjeZhFcpSJuJzSL4CoVcTshTMHF25Iu8XuLMt96K5GoTnBAY29R5ltvyR7PE5Crg1v09v9w6Y//H5iei+SN0ItS17dcs2WR+/95wWm6mZtA6TBpCWiOLcp86y1OrE5wQGNvUeZbbxG+OsEBtd+ijCM3D/gZwZVrv+WGqEZwfiaZlGu/5ZYZ++2Hk06d1TDTBAhhsO34kYX/tsDB6vnMyjDAduNHeBJTo0dw1UZueRo9gqs2cssTRgQXy80jfgmuVONkLzS64Eo1TvZCo43LYRgGQwensM+ukwDkIrd89Lbf7tuhNSW7yeTuRSMLrlzjZC80suDKNU72Qq0FF29LVoEfW5TVRm3FNPIWpR9RW55GHJdzyPSdsf3Wo/Dhws8BBpiy40RsNXxw1Wtq1C1KP6K2Yhp1i9KPqK2YWm5RxpFblVQbwamqBlUt35jULY0awWmaCq1Co1u3lIrgPnjvPd+e3yvVbFGOGT4Y++02EftNmYhRQwf5tqZGjOCctilzQyNGcLahw3bQ9s4NtYrg4sjNB6qJ4Dje/19BI0ZwHOet3qYSxRFccvAQjN12x7qugyOEAd9znvz+NzRaBEe4YN76Gi2CY9hgzlMtIrhYbj7hVXCUBtUTLrqCSzHuJ3oH17MyJzjDptisGujWzFydHhvuG5JXwQXZvLqhBBfgeWoowQX0/gQEL7h4W9JHvGxR2rYd2DZPVLcovdTBuWkn5RZCCESORbssQNcUzDrhuLpNMrGpHeh2WKNsUVKbggaY0NAoW5SUBjvtI8gtylhuPuNWcDzPg+f933LLE1XBub0GF/R5AnJ1cI/fdzdefu7pus2i5Dg+kC3cYhpBcITjAtuazNMIgmNYLrCtyTxBCS6WWwC4EZyqqFAV/xIlStEIglNVBapPqduVOGfu9+u6TEDXVOg+Jt6Uo94FZ+oazAoTpv2i3gUXREJJKYIQXCy3gHAquERCRiLhb1pyKepdcLKcgCx7707ilHqvgxOlBEQp+PME1LfgeFECL/qb5l6OehYcK4hgBfdNy73gt+BiuQWIE8H5VcTthHoWnF9F3E6oZ8GpSgaqUpvzBNSv4Pws4nZCvQrOzyJuJ/gpuFhuATOQ4Pxov+WGehWcX+23nNJXcL/86Y/Q0dFRs59fjoEEJ8lJSHLtzhNQn4Lzq/2WG+pRcH6133KDX4KLSwFqQKUygWobJ3uhHssE/Gic7Ja84JItLTj46G+BEZORr4PLR22iXNs37norE/CjcbIX6q1MwI/GyV7wo0wgjtxqRLkIrtaRW56oRnAsKT0PrtaRWx5CCK767TU4YN99QAjQrZmRjuDCiNzyBBnB9XouSh3Xh5aL4MKI3PLUUwTnR+RWPHKJUuq4dK7aCC6WWw0pJThFUaEEnC1ZjnoSXK2yJcshsATtsoAP330LM6ZOjuw1OF1ToGvhnacgBEcpxer1nfjH0wvwxwdfwGP/fQ+buzKOn7uU4GqVLVmOehGcH9mSn3+5Hvf++w388cEX8dSrHyGjaI5FVY3g4m3JGtN3i5LjuVC3JaK6RZkT3JYtSo7nqpoH5wcCS/Dsvx5C5+bNkW22nGT50LdN/dyitG0bn325Afc9+XohWlu7sRMfL12JOcftj/bWFBgH/96+W5Tjk2zor6d62KKcPMz9fME8tk3xzsJleOKl9wv3rdnYiU8+W4XvHn8gEpLgaGJF3y3KwQ7LOJsycguq5ZVTiiM4S8vCMI1Q11MPEZyim7BMc+AHBcz8q34b6SzKjWkVZgTOk18RHCEEL/zv435/s7ph4qW3FjsSW57iCO7zjRlYVvjnKeoR3CerOmBblufn+u+bi/rd151V8cb7S0Hh/H24OIJbsi7t6DFNKbdLf31VpAQHUws9wyzqgiOg0Ewr0FZAToh6mQBlgE1ZoybDIAfCD8FZloU1GztLfu/LtZtdP19ecIZlY9kmJRIyibLgNmYNfLK6y9PrqTOtIK2U3vr9ct1mEJeDBvOC61adBQNNKbeb/ngHfnbJpZEQHC/w4Bha9URvP4iy4FplETzPVT3R2w8iLbjWBAjLuh6XExTVCo5lWaQSpRMa2lq8JYSMaJEwaXgrDDBVT/T2i6gKbpvRg7Aha3kal5OUBXBlGpC3pbz97iaPH4ytR7U4OrYp5QYA1974h0gITtdNaIZR9URvv4iq4EzDAGebVU/09ou+grv/nr/DssJ/Q2KpiXaB8TQPLiiqERy1KfacvHXJ7+296yTPfy+DBWBCG1/1RG8/iaLgJgwWsO0I2dM8OIHnsOt2Y/vdTwiDvXeZ6Pm1ObLdWTlQU8rtN7/4KYBoCC4hS0glElUNPPWbKApOluVc2USJMoGwyAvu8it/i+tvvxNp3QpdJpIsY1Br0vPA06DwKjiGMNh3t21xwB47QBYFAEBrSsY3Dtgd240f6TlRhZdkjBrSVtXA0yCImuBYQcKk0UM8DTyllOLw/XbFnpMnQuBYAMDQQSnMPGRPjBjSFnjiE0PDDl1qSFdXF9ra2rDpk//hb488gfMumgcA+OG5Z+OqKy4D43IP2A/WbdgIABg+dAhsaoPaNsDygIuBp0FBKcW8u/+HX9//JgDgyjkzQsuiXL9+PQBg2LBhMC0bGcOCRQGJI6FnvQGAbtnYpOiwLIoVn36CXaZMCWUdmzfkztPgocOQ1S2s7lYBCsfz4IKmQzGwbLMCQuAqi5L21LZpuglJ5EEprervI70593eXGjwEa7tVLFqbhsASVwNPg+SLTRl8tLobKYENNYtS785d1xRaBmPxmm588mUHhqUEx/Pg8naxbBu6YSIhCVU3Qli+ZgN+dfJ0dHZ2orW1texx4f8WQ2Lu7Fm4Yf48AMCtf74Tn322NJR1pJIJpJK5MNvLPLggiVIEl0wmkewp4nY7LqcWCCzBYInH9fMvw1Ff2w8PP3BfKOuQk0nIPefJyzy4oPEcwTEMCCGQJaHw/6tBkBMQehpxe5kHFzRRieBYUQbb08XFyzw4hsl9cSxBQspF3rX6kNXUdW5zZ88CyxLsOHE8Jo5oB7UMMGyws7D6ks5kAQCJnnZJXid6B0VU6uAyfdqUcSxBEkDGcDfRO0h4wiDbsQm2beOCs88EABw788SarkHpOU9Szxu314neQRKFVl26kvu7E3q6lHie6B0gUaiDs3oaAuS7lHie6B0CTRu55Tnr26div32nA6YBKN34csXyml6DK47c8sQRXH+KI7c8UYvg+iaZXHD2mTWP4IojtzyNFMH5RXHklieO4PpTHLnl8RLBhUHTyw0ACGEBXsR773+IaTMOxk8v/mXNBJfNKshm+7dLigXXGyWbhZLN9rs/FlxvVEWBqvR/PcWC642uKtBLtHOLBdebciNv6kFwsdx6IITF2x8vxsbNHfjdTbfWTHCSJEGSStfxxILbgihJEMucp1hwWxBEEYJYerhkLLgt8IIIvswQzlhwWyC8AMILJb8XdcHFcitizqknFpJMaiU4wzBgGOUr7mPB5TBNA2aFNmUcW3qaQFgUC45Sis7uTE3++E3TrNh+KxZcDssyK7bfigWXg1oWaIX2W1EWXCy3PhRnUdZCcAzpkVcFYsHlkkUGShhhSTQjuIeeeArfOnUWujUz8D9+wjADtjWKBZd7DQ9U+hMLDlvSHSsQVcHFcitBLQVHCOMo26jZBUcIcZRRF8Utyv1nzEC7LIAQ4IuVq/HUE48H9vOcfFgCYsE5+bAExIJz8iEAiKbgYrmVoVhwb771FtSss07UbjEME4bhrDt5MwvOMHQYDudKRU1wQK4OjqgZzDn+KHxv1kmB9aI0DQNmhW3uYppZcJZpwHI4jaOZBWdbJmyH0xOiJrimrnMbiLmzZ2Hk8KE4ePqekKgRSB2cLJW+qF2OZq2Dk1xOTY5iHdzQ9sHYa6+9sHTxwsDmwZVLuilHs9bB8aK781SLOjhKKcAADJyd/1rUwbG8u/enKNXBxZHbABz39SOQGjS4UAf39DPP+rpFmc5kC4XcTmnGCC6TyRQKuZ0StQiuFtMElEymUMjtlGaM4HQlWyjkdkpQERylFLphYtEXa/DFyg2glDr+9wYdwVmaUijkdkpUIrhYbg7I18H96pobcMS3Tvb1GlypIm5Ha2oywZUq4nZCswmuVBG3E5pNcKWKuJ3gt+AoKN5ZuBzX3vkkHnjqf7j7sVdx4z3PYH1HdyQEV6qI2wlREFwsN4cQwmLIsGEA/E0y8RK5FdbURILzErnlqQfBPfHoI748t5fILU8zCc5L5JbHL8FRSrGxI40nXnoPhrkl3b6jO4sH/rPAVSP3oATnJXLLE7bgYrm5IIgsSq+RW55mEZzXyC1PlOvgRm01BlvvtIsvf/xeI7c8zSI4r5FbHj8ERwG8t2hFyfeQzV0ZrFi7ydXzBSE4r5FbnjAFF8vNJX4LLpNRkMl4+2SUpxkEl81kkPUYkeSJah3ck8//F2PGjfOlDq5cmzI3NIPgqonc8lQrOAaAXqHgXtNNULg7934LrprILU9Ygovl5oG+gvvZJZd6fq5EQkIi4S5zqxSNLjg5kYCc8P5JO08UtyhHjxxZqIN7+OGHqroGJ8kyJNn7J+08jS44QZILEwGqoRrBUVBsP35kye+JAo+ttxrqOHOyGD8FxwpSYSJANYQhuFhuHskLjmEYjB81rJCa7xZNN6Dp3h7bl0YWnK5r0HXNl3VFTXBArg5u+Scf4Cdnf6eqJBND12HozuoBB6KRBWcaOkyHdZMD4VVwhCGYOGY4dt1ubO/7CYPDv7IL2CrKH/wSnG0asB3WAw5ErQUX17lVwdzZszBjnz2x88RxgNINKre4roNjWX8/XzRqHRzL+vtSjWId3B7TpmHmSafgnrvv9FwHR1jW1zU1ah2c3+fJax0cpRTHfHUqdtthHBZ9sQYCz2G37ceiLZVwlVBSCj/q4Jx0u3FDLevg4sitSnbZcQeAFwHTwKZVK3D9TbfUdB5cKRo5gvOTqEVwtaiD80IjR3B+4iWCywts7Mh2HLzPzth/2na+iC1P2PPgSlGrCC6Wmw8QwsIAweEnzcaPfn4pfnbJpY4FZ1k2LMv/F1yjCW6gLu5eiXIWpRfB2ZYFu0IXd680muCCOk/VbFHmml4T38SWpxrBUdsGDeC9oxaCi+XmE6Io4TunnggAuPbGPzgWnCjwEAV/W3rlaSTBCYIIocz8rWqJahZlseDeXrDA0WN5QQAvlJ6/VS2NJDiOF8CVmVNWLY3Ui5JwPAgXzPtT0IKLr7n5yNzZswAA5100D9fe+AcAwFVXXFbxk1g2m5tym/QhE7AUjXINLp/eXk2tWyWidg0uLzgAMBmCrXfaFbZNB7w+kZ/CLSeCOU+Ncg0uP4W7mlq3StSiF6VbvFyDy0/hrqbWrRJBXoOL5eYzbgWXTAbzoimmEQSXCEhqxURVcLplo0Mz0a2ZuS3UCklIfpRLDEQjCC4oqRXTCIILSmrFBCW4eFsyAIrr4K698Q+Y/9tryh5bTfstN9T7FmU17bfcEMUkE4nn0C4LsCwDc+ecUfEaXDXtt9xQ71uUfhRxO6Hetyj9KOJ2QhBblHHkFhD5CO6q39+C4w//WtlxOdW03nJLPUdwQW1HliJqERyQq4N76h/34t+P/gP/+dfDAEqXCVTTesst9RzB1SJyy1PPEVwtIrc8fkdwceQWIHNnz8IH/30S247bKlcHV6LQu1aRW556jeBqFbnliVoEBwCzvzNnwCzKWkVueeo1gqtV5JanXiO4WkVuefyM4GK5BUxrS2uhDu7fjz2Gn196ea8symobJ3uhHgVXbeNkL0RNcE7KBKptnOyFehRctY2TvVCPgqu2cbIX/BJcvC1ZAwhhsXz9Zsz87nnQNB2maRaSTFQ111Iq4UM/QFdrym9RmvWxRamquaytRA0SJoqJ2hZlcRZlvpMJtW1M3G5HvPvuu7B7dgdYXsDuu++OnXfaGcTnLjilqLctSqOnlZsf/SXdUG9blLaRO09+9Jd0gx9blHHkViPGjdkKV8/7OYDedXAcz4Hjw/mMQRgChiW5KeMRj+B4ngfPB1NvMxBRL/T+2fnnYd36dTjllFNwwokn4oQTT8SJJ56Erq4u3HPvPTAMf3oDDkQ9RXAsy/ne0s0p9RTBMSwHJqTzVG0EV1dymz9/Pvbcc0+0tLRg+PDh+OY3v4lFixaFvSzH9M2i/Nkll8K2bNAQ3wTqRXBBdUpwCkuiKbiDDzsS19z6F+z5lQOw4OMv8PfHXsU9j72Gtz9Zjn32mY699tobjz/+eM3WVS+Co5SG2iavbgRHae4rJKoRXF3J7cUXX8T3v/99vP7663j66adhmiYOPfTQmiYaVEtfwf3y/34NK4A2QG6oB8Hd8viHob8BRE1wmzZtwkmnnYbjjvkGVq/bDAss1m/cjPWbu/DsGx/jgacWYNttt4Gu6ejs7KrZuupCcJYZ+u+vHgRn2VbovXL7Cs7pcupKbk8++STOOOMM7LzzzpgyZQruuOMOLF++HG+99VbYS3NFseBu/uOf8c8afrIuR9QFd9nf38Sf/hN+lB4lwX3wwfuYtseeWL12E954+xNsWr0M9/7uQiz9INeqa8nytVi1vgNTp03Fhx98UNO1RV1w6xQbDPF3MoAXoi64xRtUIMRr8XmKBbd0vbNgpq4TSjo7OwEA7e3tJb+vaRo0bcsMsK6u3KfXbDYDjRKkZBlpRUVSFqHpBtieMRiWZUEUeGQUDSlZQlpReo7N3SqaDp7jYNPc9gbPcVA0HUlJ7HdsVtUgCjxMywIDBixLoBkGzjhpJrozWSx46x3stctOyKS7oWgGJEmCYRgghIAhDEzDhCSJSGeySCUThdtMRkEiIUPTdXAsCwoKy7IhCjyyiopkQu73GEXVIPA8LHvLulVVRaLo2K50BklJgmJshphoyUmOYcASFrquQ5YlpDMZpJLJwm0mm4UsyzB0HYRlwYCBaZoQJRGZPsemMxkkk0loqgaO40BBYVsWBEFAVlGQTCR6HfvT4yYjqyq47p8f4Zd3vQHLsvD9o6dA0zTIsoxMz/PlbxVFgSiKME0TDMOAEALD0CFJ/Y/N9qxb13WwJNew1jBNSJLU79j8raqqud+9bSOtGshyPGBqSCRSyGYySCSThVtVVcALAmzLAqUAx3GFdfc9VlGyECUJptGzbpbA0HOvh37HZrOQZBmbNm7Cjjty+OTzL9G5aROefPof6Ni4Hk/fdzMOhY2td52OpUu/wKSxw7F50wZk0t2gNoVNbfAcD01TIckylEwGcjJZuNVUFTwvwLItgFKwHAdd00oeqyoKhJ7zTRgGDCEwDQOiJEHLZNDOy1ixYRMMNYEkY0JKJmD2vE6AXANjThCgKVlIchKqkul1q2sqOI4HpTZsaoPjeOiaClFKlDhWAccLhYbIhGVhGjoEUS4cwygZjJIFfLpmPZanBYwZZoCwHBiGgWWZ4AURupKFICd630oyTKPPunkBuqr0P1ZOwNBUsD3rppSCZTkYugZBkvsdm7IUTGwlWLquC4vVNLYekgS1LHCCCENVwEvylltNBSeIsE0TDGEAhsA2TXCC0P9YVQEnybAMHaRH5NS2QDgBpq6CF6V+jzF1DYTjMUq0YQ1isGRlJxZlN2P7ieNAdQ2sKMPSlNytroJwAqidO98MYWGbBlhB3HJM4VYFEURQ0+gZo8OA2iYIJ8LS+x6rgBVk2KYGhnAAKKhtY9JgHlAIPlrurDQhfCV7hFKKH/7wh9hvv/0wefLkksfMnz8fbW1tha+xY3NDAWmmA9SnQYXVMPuUE3Dz1b9CUuQBNQ3L1EPfAiAMA4ZlANMETC30T9wMw+Bnx+2CH3xjRwC5CO6Wx2sbhZSCZRgkeQKWAbSQIjhBEKAoCga15LLd9j7oW9h9+oGgto2n7vsDPvvgDbSlZCiKAiGgZsoDIQsEQxMiwACbFSP01xMAtEk8Rg9pBcOJWJPWQr2Wm2dYSsTEoQkYlo3PNymRiODGDJIxaeRgZCmLT9amI7GmCUOTmDA85ehYhob9buqR73//+3j88cfx8ssvY8yYMSWPKRW5jR07Fhteeght7e1gWoeB4Wub4tqXdZs2w7ZtDEkImPOTSzFi1KgBmy3XApvaoJYNcDwQcpkAAKxdtw6/ffhDXP/YJwCAK+fMcD3wNAgs20Zat2BRQOJITcsEli9fjoULP8HBBx+CW+57Dpu7MmCMLJ7/551459XnQQjB7275Ezg5gT333AsjR46o2dr6ktUtrO5WAYpIlAl0btqAbtXERiRACDwNPA2Ctd0qFq1NQ2BJJMoElM5NWNmpYFE3i5TAehp46jdfrt2Inx89FZ2dnWhtbS17XPi/TQ+cd955+Oc//4nnn3++rNgAQBRFtLa29voCAHAyqGmCdq0HNdQarbo0KVlGazKJFxe8i7/941FX43KCJGrX4FpSKVx22t646IRpAKIz8DTMa3Djxo3FqlWr0dXdjVlHfwXbTxgFhhfxtWPPxP6HHgXbtnHBOWfi5eefC1VsQPSuwUlyEsMGtzXEwNMg4SUZE0a0R27gqRPqSm6UUpx77rl46KGH8Nxzz2Hrrbf29kSEAFJbJASXVhSkFQUHHzCjX5lALLgtpDMZZLLZWHC9YHDMMcfggfvvR1fHJsw8bC+c+c19ceZxX8E/HrwPx3zreNi2jU8+eBemGW5GLhAtwalKBqqSaZiJ3kFhqAoMVYnkRO+BqKttyblz5+Lvf/87Hn30UWy//faF+9va2iA76PDR1dWFtrY2bHjjP2gbMgzUsgC1EwzHhbZFmVV6Om/IuZ998x134byL5gEAfnju2fEWZQ/ZnnluiUQClFJcevcbmH9/Lku22bcou9PdePmll7FmzRoMHzYMAMW69esxcuQovP/eOzju23OQTLWhReRC3w4EorFFqfXMvRN73jc6FAPLNivxFmUfzJ6+klxPC64vNmXw0eruULconW5L1pXcyr3J33HHHTjjjDMGfHxfuQEIXXAbOnIZn0MHtRXuiwXXn40bNwEAhgzJZcbGguuPYehY9sUXABhM2HoCuJ4JyrplY5Oiw7aBtcuWYrsddqjZmsoRtuC6O3Kvp5ZBWzKtY8H1R+3uAABILYMK94UtuIa85pbvKtD3y4nYysGwbKhblCLPQ+zTVqq4Du7G227Hxx9/XNM1lSLsLUpBFCCIWzL+GIaJtyj7wPMCRo0ajVGjRhXEBuTG5bTLAv5yy+9x2H57VZwHVyvC3qLkeAEc3zuDNN6i7A/L8WC53u9P9bJFWdd1bn7BsCyo1AaqdgJd64EaRnCWVfqFMXf2LBBCMGbYEOw0flTZeXC1hDAENhtOs+VSXVzyggOA+fe/5Wiidy3ICQ5I67VvtmxZZsn7ecJg9RdLYVkWzj9rDoDS8+BqSZjNlu0yXYHcTvSuBWE2Wy4neLcTvcMgWqsJkbAjuFKcffqpOPLwQ3LRktKNdWvXxEkmfYgjOGcwDIPrb7plwHlwtSbsCK4UcQTnjKhHcLHcighDcCxLwFYYSUIIC/AilixZij33PwQ/vfiXTSk4lmULHWT6Eguu6GdW6HbvZB5cGIQhOMKyhW4jpYgFl4MQUjFyjbLgYrn1odaC0wwD2gAjSQhh8crbH2DlmrX43U23NqXgdE2HrpXvKhMLLoeua9B1rez3Y8HlMA0d5gBdimLBAZZpwDIrvz9FVXCx3EpQS8ElRBEJURzwuNknzywkmTSj4GRZgixXvg4aCw6QJBnSAAM4+wpu+YovI7EdWEvBCaIMwcGE6WYXHCeI4ISB35+iKLhYbmWoleDyRdxOKM6ibDbBpTMZpB2MNmp2wWUzGWQdnKe84P7+j0cxe+556NbMphJcvojbCc0suHwRtxOiJrhYbhWoheBSsoyUgwL0PM0quFQyiVQy6ejYZhZcIplEwuF5IoTgsMMOQ7ssgBBg1fqNePap//i+JrfUQnCSnIQkOztPQPMKjpdk8APsBBQTJcHFchuAoAXnJnLLUyy45198CemuTl/X5IWgBec0csvTrIJzGrkVI7AEoqXj7FO+hTknH98U1+DcRG55mlFwbiK3PFERXFzn5oAg6+DcRG3FzJ09C+2D2nDwvnsixdoNXwfnNGorphnr4JxGbX1pa0lh5512wvtvv9kUdXBuorZimq0Ozk3UVkwU6uDiyM0hQUVwGVVDRi2f3VaJk449Gu3Dhhfq4F559dWG3aLMZhVks+4+QQKlI7jrHw5/cntQEZyiZKEoWdePa7YsSk3NQlPdnyeguSI4Q1NhaN7e68KO4GK5uSAIwcmiAFn0PkgyXwd38+134oAjvtmw0wQkWYI0QLZkOfoK7qLbX25YwTnJlixHMwlOECUIovfdl2YRnNNsyXKEKbhYbi7xW3CGacIwS7dMcgohLEhPn7xGHZdjGAaMAeoBK9Esgqv2PJUS3GOPPFTVmvzAb8GZpgFzgPqtgWgGwdmmCbvK96ewBBfLzQN+Co4wxJe96OIkk0YU3ECdEpzQDIIjhKn6ulSx4AYPGYqtJm7XcGUCfv3dNbrgGMKA8eE6ZxiCi+XmEb8ExzCMb+NsGllwfp2nRhccw/gzZicvuKdefBnbbL99w9XB+XWegAYXHENyXz5Qa8HFcqsCPwTnx7ZkMX0F1yh1cKZhwjT8OU+NLDg/ttvyEEIwYdy4Qh3c08882zDX4Pw8T0DjCs6Pbcliaim4uBSgSqotE6gmmaQcc2fPAgCcd9E8tEg8YJtAnZcJSJL3i9ql6FsmcNHtLwMAfnDsNF9/jluqLRMQq0iSKIfAEqz7/FOce/qJMPRcP8Z6LxOoJpmkHI1YJsAJ/r8/1apMII7cfKCaCM5LEbcT5s6ehdeffAi/+H9nAUo3qOXfp1SvVBPBuS3idkIjRnBeiridMHnnnXHc8Sc0TBallyJuJzRaBOeliNsJtYjgYrn5hFfBuW2/5YY9d5sC8CJgGkhvWIM//On2ut2idNN+yw2NJjg37bfc0GhlAm7bb7mhkQTntv2WG4IWXCw3H/EiuKAitzyEsLAIh2O+fRbO/dFFdXsNLojILU8jCS6oyA1oLMEFFbnlaRTBBRW55QlScLHcfMat4IKM3PLwvICZx3wDQP02Ww4qcsvTKIILKnLLU0pwr7/ycmA/zyluBRdk5JanEQQXZOSWJyjBxQklAeAmySSt5OSX8Nh9wynFSSa/u+lWAMBvfnW5b2UIXnCTZJLJ5FolJRKJwNbTCEkm2WwuGpEDPE95wQHAps4ubLPLVNg29a3vo1fcJJnkozYx4A+W9Z5kko/aOAez76ohiCSTWG4B4VRwSdnfLMBK1LPgEolg/7jy1LvgZDk4qRWTF5xqmOgybHRrJlpErm4EJ9boPAH1LbigpVaM34KLtyUDxMkWpaYb0PTaZTL2nQd3+a+vqtnPLoeTLUpN16H1pKEHTT1vUeq6Dr1G54kQgoQooF0WANj46QX/Dw8/cF9NfnYlnGxRmroOs0bnCajfLUrL1GGZtTtPfm5RxnILmIEEx7IsWJat6ZryghvaPhjHHLx/XZQJcCwLrobnqV4FF8brSWAJnv/XQ7j/zj/jgrPPrIskE8KyIDU+T/UoOELYXHP2GuKX4GK51YBaTPR2y9zZs/Dxy09hyvaTGqIOLgjqVXBhcPLJpzREFmXQ1KPgwsAPwcVyqxHlBGdZFizLCmVNQ9rbC3VwL7/4An5x+RWRzaI0LQtmCOep3gQX1uupXsoELMsGpRS2ZeW+QhBePQnOti3YdjjvT9UKLk4oqSGlkkxEIeS2WITFms40jp71PXSnM1BVLZJJJmIAbYCcUk9JJkKI56k4i/Keu++M3kTvLhXr0ho+/PgzLF66AhxHsMsOE7HPrpPAMKjpa75ekkxYLrzXE1A6ycQpceRWY/pGcJnuLmQUb5O4/WLk8OGYf8lPAUS3Di6dyXiaxO0X9RLBZbMZT5O4/aJvBPeT887BmlWrQ1tPnoTAYmSLiJVrN8PmeChKBh0dXXj2jY/xyHNvh/Jhrh4iOF3LwNTC+7sD+kdwFM7em+LILQSKI7iEpYMJuMbNCeeccRoA4NwLL41kmUBSZAG2dmUTpaiHCI4VJYhsuJ9Z84LjeB57zDgQ8uChodfB2TbF58vX4ONPPsM2247DzpO3x3sfLgVs4KOlK3HgnjtgcGsStX65Rz2CW5EBJraH//5UHMF1Ovzw1pSRG61hams58hFcd0ZB9/pVkUgyOeeM03DjlZcBiF4El+nqQqZrc+ifbqMewWnZDDZ3dYeeZEIIwXU33IQTvvUtEAJ0ayYUJdzX+OoNndi8uQtLPl2OBEex6/ZjwPZ8EFi9viO013qkIzgli6VrNkUqycRy+GtqSrnZHWthK91hLwMMyyLVNhRJjo1MFmVfwf3lrr+FvKKc4FItSSRFIc6irABLCIYOakUqlYxMFqXAErTLAlZ/uQwH77tHiEkmFEPaUgCAzZu7sOzLDWhpa8W0KduBZQmGDm4JdZciqoLbdquhMFkxUlmU2w531jatKeVGdR32xpWREFxGN5CmYqTKBPKC+8bBB+Lkrx8ciTKBbFZFRlXjMoEBUBUFjK5GqkxAYAkeu+9urPji89CyKAkh2GW7MWhJ5rbYujd34ItPP0dLUsKB++6KYYNbar4l2ZcoCq6NtTChhYlUmcCQhLPLE00pNyRyCR1REFxKEtGSlCNXB3fOGafhob/eCpFlAKUbtqmHukWZSibQmkpGvg7u9w+/HeqakskkWlpaIlcH94tLL+tVJhBGJxOWEJxxzAzssPUo2IRDWjHAmQYmjRmO9RktroMrgSAnMGro4MjVwTmhORNKCAtm0HDQjtWwN64EhmwFIjtPMfUTpaf1VkISq5roHQQsy8FmGFBdxY9++XNwkhxakomi5jJKE7Jc1URvv+mbZHLh7S8BAP7fsVNDWY/a0+g2kUhUNdHbb/qWCVxw9pkAgGNnnljDNTBoSUo4/tA90bEpl/7fOqgdWd3EmrTmaaJ3EEQpycTQch+0R7QNBuB9oncYNKfc0JPQMWhU6ILjuS2tbdxME6gVhLB46d2PcMPtdxbuC0NwPL/lpepmmkAtiJLgeH5LXZKbaQK1ICqCAwC+p76UYYCkyGEUwziaJlAroiI4lttSh+tmmkAUiO7KagDDsmAGjQp1i5LaFLRoOySKrbpm7LNX6FmUtk17bRtFvVXXhbe/FMoWpW3bvc5F1Fp19a2Du/m6a6HXsHF4HmrboEXnKW7VVRpKe79motiqqxxNLTcgfMHZlMLuI4ooCi7sMoG+b0ZALLhS9H0zAqIruJ/8/BL88b6HoViouUxK/d3FgusPpbTf33m9CK7p5QaEKzieY3ttTRavKRbcFnieB8/3b1UWC643HMeD4/qfpygK7sKfX4Jtx21VqINb9sUXNfv5HMeB4/pflYkF1xuW5cCy/c9TPQgullsPYQlO1Q2oZbZloi6462/5I95+552a/FxVVaGqpf/9seC2oKkqtDLnKWqCA7bUwT1y71346p5TalYmoGsadK1027tYcFswdA2GXvo8RV1wTZtQUoowkkwSYuXGpFFMMsm36mqVRUzdbgKoZYBhg20APdAk7jjJJIecqDxhOmpJJkBOcJ+8+xZM06xZs2VJrvx6cjrRu5aEkWQiSJXPU5STTKKxighR6wgurWpIq5UbJ0c1gjt55nG5aEnpxuZNGwLdokxnskhnKveUi2oE9/MT9gBQmwguk8kgk8lUPCaKEdz1N95c03E5SiYDZYDzFEdwgK5koQ/QyzGqEVwstxLUUnApSURKGrjiPoqCI4QFeBGrVq7Evl87Aj+75NLABJdKJpBKVo5KgGgKbt5pe9VMcMlkEsnkwO2Joia4Ws+Dk5NJyA7OU7MLTpATEOSB/+6iKLhYbmWoleCcRG7Fa4qi4J5/4218+vkyXHvjHwITnJPIrbCmJhack8gtTzMLzknklqeZBeckcssTNcHFcqtALQTnNHIrXlPUBDdr5nG4Yf48AAhMcE4jtzzNKjinkVueqAvugw8/CkQmTiO3PM0qOKeRW54oCS6W2wAELbispiOruRvBE0XBzZ09K1DBZRUVWZcjU5pRcIqiQFHcDZeMquD+dNff8YMLL0a3ZvouE1VRoLo8T80oOENVYKjuzlNUBBfLzQFBCk7keYgl6recrCnqgvOzDk4UBIiC+5H3zSY4URQhiu6HukZRcMceexyGJEQQAqzv6MZ/n3vOt+cXRBGCh/PUbILjBBGc4P48RUFwsdwcEpTgLNuCZVue1xRFweXr4B574kl0bN7oy/OalgXT8naemklwpmnCNE1Pj42a4IBcmUCCsfH/Zp+Mb888xrdrcJZpwvJ4nppJcLZlwra8naewBRfLzQXBCI7p+fK+pqgJ7pwzTsNfb7waT997OwYJxJd5cNWdpeYRXLXnKYqCS8kSJowb52+SCcOgmgFuzSO46l5RYQoulptL/BYcSwjYKgsxoyi4044/FluNHVeog3vr7ber2qJkWRYs279NmRuaQXCEZUGqPE9RE1wQWZQsYcGS6s5TMwiOYXv+ZqogLMHFcvOAn4LTDRO64S3s77umqAkuXwd3z4OPYPpBR1Z1DU7Xdei6u8SbkmtqcMH5dZ4aXXCGocMwqj9PjS44yzBgGdXvvIQhuFhuHvFLcLLIQxb9aV0VVcF1KRps266q2bIsS5Blf9qONbLgZFmGPEBrKafUg+D++dCDnp5LlCSIkj+vp0YWHC9K4EV/zlOtBRfLrQr8EJybIm6na4qa4M4547RCFqVXwbkp4nZCowrOTRG3E6IsuGQqhSGjxnqSiZsibic0quDcFHE7oZaCi+VWJdUKzm0Rt9M1RU1wxWUCXgTntojbCY0oOLdF3E6IquCeevFV7Dp1qqc6OLdF3E5oRMG5LeJ2Qq0EF8vNB6oRnN+RW/Gaoi44N4XefkdueRpNcH5HbnmiKLjttt0G7bIAQoBXX38Dj/7jAceP9ztyy9NogvM7cstTC8HFI298wuu4HL+jtr5ritq4nLmzZ4FhGJx74aXQlUxuXA43cHG231FbMVEclzPvtL0AAL++/01X43L8jtqKieq4nM5VK/C9k45FNpMGpdTRuBy/o7ZiGmlcjt9RWzFBj8uJIzcf8RLBeWm/5XZNUYvgzjnjNDz/8N9x7S9+AkZNO6qDy2YVZLPu2gC5oVEiOCWbhZL1/5N2nqhFcACw7TaTcNQx33SVReml/ZYbGiWC01UFusv2W24IMoKL5eYzbgUnCTwkIdhBn1EU3P7T9wYjSIBpQOvYiDvuvLviFqUkSZB8ym4rRyMITpLlAQdxVkvUBOelTEAUJYg+ZQGWoxEE52e2ZDmCElwstwBwIzjDtGCY3tpKuV1T1ARHCAvKCTj5rP+H7573w4pJJoZhwPCh3mbANdW54Pyq3xqIehecYRowzOBfT/UuOMs0YNXgPAUhuFhuAeFUcIQwNduPj6LgWJbDYQd9FUDlLEpCSM2ug9Wz4AhDfL1uUYl6EFy5Zsu1PE/1LDiGITW7ruq34OKEkgBxkmTCVNHfzuuaopZkcs4ZpwEAzr3wUvzuplsBAL/51eW9zg1T4wvy9ZpkwtR4jVFLMskLDgCWffkltt9tD9g27fcBstavp3pNMqn1+5OfSSZx5BYwA0VwpmnBrMG2ZN81RS2CO+eM0wrTBEpFcKZhwvShTZkb6jGCq9X2bTFRjeD+dt+DSCTl/nVwNFcyEWTiTSnqMYKzLBOWx6kAXvErgvMUuSmKgk2bNmGrrbbqdf9HH32EnXfe2dNCGplKEVzQySSV1hT1CE6WJFz+y4sBAFKAJROVqLcILuikm3JEMYJrTSYgWTY2ZjVcMe+X2HGHHTFyzFgsWrQIqWQCtm1DMwxM2XUKpuw2perG3E6otwiO9zDLzQ/8iOBcv/oefPBBbLfddjjyyCOx66674o033ih8b9asWW6frmkoFcFR2y4UcVPQmn/ijWoEd8P8eWhJJXHIfnsVygSCKuJ2Qj1FcEEVcTshahEckKuDe+3pf+NPN1yLn5x3Fj5+/13MmTMHhx16CI44/DDMmvVtmKaJe++9t2Y7A/UUwflRxN3378Xp30+1ERxDXTb522233fD0009j2LBhePPNN3H66afj4osvximnnILdd98d77zzjqsFuOXmm2/Gb3/7W6xevRo777wzrrvuOsyYMcPRY7u6utDW1oY1T9+LQUOHB7rOclDLAu1YDbAsVq3oxMK3FsLSDWy17QTs8LV9wSfkmkcG1LIAtRMMx4GJQAQHAGvWrcPwthTA8YDcAkXPvfEkAk5zr4RNbVDLzq0p5AgOACilmHf3//Dr+98EAFw5ZwbOPGwHAEAiEVzx7UBYto20bsGigMTVLiGh7HosC9886ut49b8vgBCC7/zoMrSO3h4sS7Drjltjv923w9KlS7Fo0UIcddRRNVtXVrewulsFKCIRwQFAh2Jg2WYFhABbtUow9Vz3JEHy/nf31sdf4K2PPkd3RsX40UNwwB47YMiglOO/n7XdKhatTUNgCbYZmsDaDR343ld3RmdnJ1pbW8s+zvWrzjAMDBs2DACwxx574L///S9uvfVWXH755YFffLzvvvtw/vnn4+KLL8Y777yDGTNm4IgjjsDy5csD/bl+ko/gNi5dDk7ZDEpsZHQdK975CK/cfl9ONCGsKWoR3MjhwwFeBEwD7725APN+dSW60+FEJHnqIYK77qE3Q4vc8kQtglu+fBn+3wU/womnzoJt27j9mkvx8f9eQCadxktvLcZDz7yF7bbbFp2dncjUcHegHiI4NZP2HLlRSvHy24vx75few7pNXVA0HQs/X42/PPoyujOq49Z7/SI4OHuca7kNHz4c77//fuG/hwwZgqeffhqffPJJr/uD4Nprr8WcOXNw5plnYscdd8R1112HsWPH4pZbbgn05/qN2p3Bm0/+D2pXF7bdbiSGtOT2tbMdXfjyvU9g27HggFwdXEdWw+Enzca1N9yC+b+9pqqBp76sKeKCu+Led3Dn80tDXRMQLcF98MGH2HPPPfG9Cy7B1P0OAbVt/Oe+P2DJR28BABZ9sRobOtLYbcpu+OSTj2u6tqgLbqPJgvNYxG3bNl57b0m/+zXdwBvvu3uNFgtuVaezXryOE0q6u7vR0tKCu+66CxzX+2GCIOCee+7Bueee62rBbtB1HW+99RYuvPDCXvcfeuihePXVV0s+RtM0aNqWE9HV1QUAyHZ3wxCSSIoCMpqOhMhDNyywbC7ytCwKgWeR1YzCMcW3qmGAZ1nYlIJSCo5loRomEgLf71hFNyDyLEzLBhgGhGGwevkqaJTB2+8sx9hdx0OaMArAamzq0rBu9Tq0pCeCZQkYhoFpWpAEHmlVQ0oSC7cZVUNCEqEZBrieicKWbUPgOWRVHUlJ6PcYRTcgcBxs2wZFz7p1Awlxy7HdKkGKUaB0fQGpfQQshgMDBixLoBkGEqKItKIgJcuF24yiQpZE6IYJlhAwTK44XRIFZPocm1YUJGUZqqaD51hQmlu3KHDIKhqSstTv+X9y7ln42eVX4sZbb4dt2fjVZb+EputIyBLSmSxSyUThNquokEQRhmmCYRiwhEA3DMiS2O/YTFZBQpag6UbPuhmYpglRFJHJ9j42nckimUhA0zRwHAfLtmCZFgRJhmJQpFJJpDMZpJJbbhVFhSAIsGwLoBQsx0HTNCRkud+x2awCSRJh9qybEBa6oUOWpH7HZrJZJGQZuq73JEEw+H9f3xaGaeC3D72HX9z5BjRdx/nH7YFMJoNkMglVVcHzPKhtw6Y2eF6AqiiQE4nCMflbRVEgCAJsywIFwPWsW5bl/sdmsxAlCaZpgGFytYiGoUOScsdKsoxNHV1QE0lYmopEIlm07tyWoSAIUJQsEokkspkMEsktt5qmguN4UGrDtil4noeqKpDlRL9jVVWBIIiF7D6W5aDrGtLdXdAUBavXbcSB3zgFlNp455Vn8ey9N+O0sZOQaGvHii9XQ+ZYdK/vxOYN6yEnk1AymdxtNgtJlmHoemHKuW1Z4IUt57BwbM+tpqrgCuebguM46JoGSZb7HasrCgYRDqu7svgyDQxJSbAtA4IoQ1UykORk4VZTsxDE3PkmPTVopmlAEKV+x+ZuE/3WzQkCdEWBKCf6PUbXcuvmbRvDOQNfrN+MzzbpmDh+HExNhSAnoCtZCHIChqqAE0TYlgmAAcMSWIYBXpSgK1lkTYAYGXBgwTM2DErAwgYFg/XrNyDb3QleEAvP1/fW0DWwLAdKKahtYzDPY7xsYGGHM7k5jtxmzJiBNWvWYMyYMRg5cmTJY77yla84fTrXbNiwAZZlYcSIEb3uHzFiBNasWVPyMfPnz0dbW1vha+zYsQAAc8MaWJmuwNZaCQZAashgALlPNive+xyMmsH47UejpU1GashgUIdhdyDrYwkgteauDXZvBDWD73YxELNPORHzf/EzAMDNf7oDv7jsimhEcIQBLAOwtEhEcD8/YXece/h2AHIR3C2PBbuT4gSWECR4FoQBdMsGRe3PkyRLyKoKhg5KgSEEBx59BqZ+5Ws48/wL8dX99wbHshgyOIVMuju0bFNZYDE8KQIMsClrRCKCa5U4jB3WBoYTsbrb/Ws8JYvgudLx05BBKcDD3/CQpIhx7c6u/zlOKDnzzDPx9NNP4z//+Q922GGHwv3vvPMOLr74YjzxxBOuF+qGVatWYauttsKrr76K6dOnF+7/1a9+hbvuugsLFy7s95hSkdvYsWPx+a2XYXBbCvzoCWBbBge67nK8ef9jWPPJUmiCAMIS7D51AhLtgzFs973AtQ4KZU3FRC3JZFNnF+74+/346WXzAQAXfP+sfoXeYRC1JJONmzbhqn+8j9/98yMAuSQTJ9MEgibMJJMlS5ZgxYoVmDFjf9xy/3Po7M6C2DpaWxKYMmVnEI7FTuOG4cEHH8BRRx2NlpZUzdbWl6glmaQ7O9ClGlhviYUkE6evcUopXlywEC+/s7jX/TzH4nvHfxWDWhOe/n7XbtyM46Zt419CyZ/+9Cd85zvfwX777YeXX34ZixcvxgknnIA99tgDohh8LcTQoUPBsmy/KG3dunX9ork8oiiitbW11xcAMG0jYdsMjFVfwOreHPja+0IpxdRvHYFJX5kGSZZAAHR02Rg0ajho52pPE739JmrX4DiWxXdnndyr0PvW2/8c6pqA6F2D4zkeF58wteqJ3n4T5jW4SZMm4fPPP0Mmm8EZ35yBXbYdA47PXYqAqaNNBA7ffzoWffRBqGIDoncNjrAsBiUlT/PgGIbBgXvtiIOnT8agliRYQjBxzHB8++j9MKjFm9jc4KqI+9JLL4UgCDjkkENgWRYOO+wwLFiwAFOnBv/JUBAETJs2DU8//TSOPfbYwv1PP/00jjnmGHdPRhiQ4RNhr/kMxqovgNGoaQTHMAzAstjhoK9gq6/k3oRaZQmWYQJda1zNgwt0nREq9M7/iecLve9/5F849ahDc/Pg2HAK4fNEq9CbgmHgeR5ckIRV6M0wDI499lg8cP99OOigg3HM16ahe49tAQDJVAo/+dEFWLLoE3z26SLsvvvujubBBUm9FXoPxF6Tt8Y+u04q/Ldt2zVpf+ZYbqtXr8b8+fPxpz/9CTvttBMWLlyIk046qSZiy/PDH/4Qs2bNwh577IHp06fjtttuw/Lly3H22We7fi6GsCAjQxQcADAMrKJPZizPgXoYeBokURGcZW35tHjOGafhzFNPAGubgNINKrcAhAt1izIqgrN6SkmqGXgaJGEJbvDgdpx88il4/fXX8dxzz6K1JQXbpkhnsvjWzBOgZLO472934fyz5gBALLge7KLSJK+C63tMrf4uHMtt4sSJ2GGHHfDAAw/g61//Ov7zn//ghBNOwJdffomf/exnQa6xwIknnoiNGzfi8ssvx+rVqzF58mQ88cQTGD9+vKfnC1twACBwvVv+eJ3oHSRREJwo9H6p8rwA22YBQ8MVv74S3aqBq664rOkFJwhbpprHgutNMpnEQQcdBNu2sWHjehAQDB02FACDffaZDsIwuOfuO2PBFcEVvZ6A6iK4WuNYbnfccQdOOumkwn8fdthheP755/GNb3wDy5Ytw8033xzIAvsyd+5czJ0717fnC1twipZ7I0yKRW9KseD6kVVyiUHJog4lhLBY8MmnuOzqGwr3Nbvgsj3TpZPJJIBYcKUghIBj8h8qmcJ9+WkCseC2oPe8niR5S8ebehGc4xUViy3P1KlT8eqrr+KFF17wc001pyC4EJJMEqKAhCj0u9/tRO9aEGaSSVKWkJT7y3TP3abghvnzAADX3vgH/OySS6NRJhBSkkkykUCyT+stLxO9a0GYSSZyIgG5z3nqOw/u6l//HxQl/GYGYSaZiHICoty/lZvbid5hULVuJ0yYgFdeecWPtYRKWILLaDoyWulaslhwW0grCtI9nyL7Mnf2rF6CqzTRu1aEJbh0JoN0ifZbseB6k81kkC1xnvKC+38/+gluv/8R6GBDz1gEwhOcqmSgKqXbuUVdcL7EkoMHh1Mr5jdhCC4pCr22JPutKRYcACAly0hVaJpcLLhKE71rSRiCSyWTSPVsSfYlFtwWEskkEmXOEyEEl172f5i83TYgBOjWTKxeuSrwNQ1EGIKT5CQkufR5AqItuOhtlIZMP8F1bQr051WK3AprigVXMXLL01dwr7z6WqBrckKtBVcucssTCy5HucitGIElaJcFPPPEo5gxbTIeefD+QNfkhFoLrlLklieqgvM0rLTR6ZVksnoZwDCBJZlUitp6ranJk0wqRW3FzJ09CwzDwNI1fGXKDk1XB1cuaismTjJB2aitLwJL8PYr/4WuaU2ZZFIpaismikkmceRWhlptUaqGAdUwnK2piSM4RdOhDBDh5jnnjNMw98wzctGS0o3uzo6m2aJUVBWKOvDvoNkjOFVVoTo4TwBw7fU3FJJMzj9rTlNFcLqmQtecnaeoRXCx3CpQC8HxLAvexXj7ZhWcwHMQeOcbDYSwAC9i04YN+OqR32yaa3ACL0DgHe4GNLHgeIEHLziL6PtmUTaT4DieB8c73/mIkuBiuQ1A0IKzKYXt8k23GQVn2TYsl38ohLB45tUFePfDj5smycS2LVfzAJtVcLZlw7acP2ezCs62bdev0agILpabA4IUHO2ZCed6TU0mOK/n6aRjj26qLEov56kZBeflPPUV3Csvv9z4ZQKUehpNEwXBxXJzSFCC41gWnIttyV5raiLB8RxXdjbUQDRTmQDHcf2GCTuh2QTH8Rw4F9vcefKCu+G223HJ/N+iWzMbWnAsx4H1+HcXtuBiubkgCMGphgnVML2vqUkE5yahpBTNIjhV1aCqziYV96WZBKepKjSHCSV9IYTglFNOxdCkBEKATWkFr738UtVrqpYgBOcmoaQUYQoulptL/BZcQuCRcHhhu+yamkBwSUlEUqpubmCx4O7/xyNYv25tVc/nB34LLpGQkUg4K5soRbMITpYTkEu0lXKDwBK0cAwu/P6ZOPmYI/HwA/dV9Xx+4LfgRCkBUaruPIUluLjOzQN+NlvOF3AnxOoF18h1cPkC7kSJ/pJumDt7FmRJwlem7oJhSaHh6uDyBdyJhPc3pGaog8sXcPftL+kWWeAxZFAbbNvGBWefCQA4duaJVT1ntfhZB5cv4BYd1pmWI4w6uDhy84hfEdxA7bdcramBI7iB2m+5YfbJM7HNttsW6uA++uijhtmirNR+yw2NHsFVar/lhr5JJhecfWZDRXADtd9yQ60juFhuVeCH4Jy033K1pgYVnJP2W27I18H9+6lnseeBhzbMNbiB2m+5oZEF56T9llMaWXBO2m+5oZaCi+VWJdUKzs/IrbCmBhScn5FbHkJYrFi3EbpuNEySiV+RW55GFZxfkVueUoJrhDo4PyO3PLUSXCw3H6hGcIpuQNGdtd9ytaYGE1xW1ZD1mAVYibNPP7WhsiizilIYWOoXjSg4RVGg+HyeigUniCISbe11XyagqQo01d/zBNRGcLHcfMKr4ESehch7q3MbcE0NJDhR4CFWmVVajr5lAvU88FQURYhidVmlpWg0wQV1nvKCe/L5lzB9/wPqvg6OFwTwgr87S3mCFlwsNx/xIjjTsmG6aAPkek0NIjjTsmBazttKuaXvwNN6FZxlmrBM73WTlWgkwZmmCTOg80QIwS6TJ6NdFkAI8O4HH+KxRx4K5Ge5wYvgbMuCHeDfXZCCi+XmM64FxzC5ryDX1ACCY3r+FyTFgluzahUsw/9tULe4FlzAr6dGEVwN/uwgsATKxnWYc/xROHfO6Q2TZOI3QQkullsAuBEcyzBgg/4rQ/0LjmUJWDb4l+vc2bPw5L134M9XXw5Wz4Ja/l8PdYsbwbGEBUuC2ebO0wiCIywL4rHtnRvGjx2DQw8/om6zKGt1noIQXCy3gHAqON20oJvBhf291lTHgtMMA5rDuXfVcsiB+4OVEoBpwEp34N77H6ybLUpd16Hr/pWWlKPeBWfoOowanKd6LxMwDR2mEfx5AvwXXCy3AHEiOFngIQeUKFFyTXUquIQoIhFAAkA5CGFBOQFnXnARTvvu3LrJopRlCXKVXVycUs+CkyQZkuRvaUk56llwgihDEGtzngB/BRfLLWAGEpzfRdyO1lSHgvO7iNsJLMth7z1yLaf6lglQSpFJp5FJp0Fr2Qx2AMH5WcTthHoVnJ9F3E4oJbhnn/pPzX5+OQYSnN9F3E7wS3Bxb8kaUKkXpd8F3I7XVGe9KP0u4HbK3NmzAADnXTQPv7vpVtiWhW9+/XAsWrwYgwcPBgNg0+bN2G7bbbH33ntDlIKPmir1ovSzgNsp9diL0s8CbqfkBQcAH3/yCbafMg22TT33ffSLSr0o/S7gdoofvShjudWIcoLzo3Gybdu9fvF9/7vsmvoIjraPBpFbwBQluFBqe25O64VygvOrcbIXigV3/R/+hK7ubtx6w3WFC+3UtrF48WLc/be/4aQTT0QylQp8TeUE50fjZC/Um+D8apzslrzgOrvT0FgB3ZqJFpGLrOD8apzshWoFF8uthpQSXFKs7o2QUorNK1Zj8fOvYfPKNUgMasXE6VMxbupkZ2sqEhzdsBJffLYBn735CSzDxIgdJmLHg/eDkEwE3sG775r6Ci6syC3P3Nmz8N677+JP9z2CO/52H1jFwHE77AZKKUbvvC12OHg/tLe34+FHHsFpp51WkzWVElwYkVueehJcGJFbHkIIBre1QrdsbFJ03HDd7zB+3Bh88/gTQlsTUFpwYUVueUoJzinxNbca0/caXPfmDch6vOZm2zY6V6/DG3c9hI3LVsI2LaQ3bMb7/3oWn//vXVCHNSz5a3DrF38OyUpDEhmYuo6V7y/Eq3++v6bXlIrXVHwNLt3dhYziz1RvL6xfvx6Hf3U/3DB/HkSex4xpu4CXOJiahuVvf4jX/vIghg4dikFtbVizenXN1tX3Glw6nUEmm63Zz+9LvVyDy2bTUEI8T0CuDu7dV17ANf/3C5x/1pxIJpko2Qw0Jdzz1O8anMPErlhuIVAsOG7jKgiGtwu2hBAsfeUt2CU6nCx95S04rXmmANIbN+Otp9+C2tWFiTuNQVt77hNbtqMLqz5cBNuuTblCMcWCk4xuSCHuM3z08UeYuvvuOOHAA/DHM76DA6bsjB323RWJQbnIu3vdBqxfsgzTpk7Fhx99VNO1FQtO5hlINcwqLUU9CA6cCLHK4bd+cOghh0a62XLaYsEJ4Z+nYsFtyjgLBppSbnYmHfYSCoLTTAbZVSs8z4NLr99Y8n61Kw3TYUNmatvoWrsBtmXj49cX9xNc97qNcGxKn8kLTlc16JvXVT3R2ytKVkFrqgXd6zaijRPwyXP/g6VmIY4fikfeexOUUnSv24iWlpZQIoK84HRVga6kazbtuBxRF5xtGkgrWtUTvaulbxbl+WfNiZTgLMvA+q5spDqZEIdNL5pSbvrqFTA2rAl7GWAIC274ODDU+zy4lhFDS94vt7WAc1g/xxCCtlHDAaCk4FpHDEUuvgsHhmVB5DYwtlXVwNNqSCQS6OzuQuvIYQAAXdHw9pMv48QfXYQ7nn0Kf/vfy2gZMQSdXV2hXc8hDAHLsSDUrmrgqV9EWXAtEg+OJVUNPPWLKAtuRIsMhiWRatXl9LpbU8rNMmxoy5dGQnCEsCDDx3kal0Ntim2+sgcI1789zjYz9oTTmmMGQGpoO0ZuPxFAb8Ftu9sEjNpmq9xwzxAhLAtGaq16ordXJk/eGW+9/TaGjB+D9rGjAQCsRXHclN0BAA+88hJ+e8ef8eabb2LyZGfJPEHAEhbEh4nefhFVwXGEICVWP9HbL0rVwX26aFGoawKAhMBhRCpavShlwZm2mlJu7LCtQBk+EoIzbRsWZTyNy2EIg5YRQ7Hv6cdj2DbjwUsi2kYNx+7HHobx03ZxlV5MKcXUmV/HtvvvCbmtBbwkolvjMHj0cNibVoVe6G1aFiyKqid6e2XIkKGwTAtffrkCe532TUycPhVSSwpHTd0Dl5zxbQC5Qu8773kAw4cPr9m6+mKaJmzLrnqit59EUXBGz3mqdqK3n+QFd8qs0/HDS+Zh+LiJocvENE3wDI1cs2UnMDTsnkI1pKurC21tbVj0h6vRNnwEzGWLwVAD4rhJ4IeODGVN2Z7rYgmBB7Ut2Gs+AyEU/OgJhULvgfBa59YXCgCUFurcKAWoZQKda8BwHEiIhd6ZnkGlSUkEtSxA7QTDcWCKCr2DRlUV3HPvvZi6+1TsMnlyoc7Ntm1cdtU1uOL6XIHuBd8/C7/51eW96gVrRSabqwdMJmTY1Aa1bIDjAc59EazfUEox7+7/4df3vwkAuHLOjNDKBLI910UTiQQs20Zaz314kjhS07rOUlBKYdgUmxQdtg0keQKuxO5MLchfP5YTCWR1C6u7VYCiV6F3rVm/aTMO3GkCOjs70draWva4pozcgNx2IDd+u9AjuKxuIqvn5kr1a9XVtcnRc/R90/L6JsYAvd6QGQYgHBeJVl0ZVSsIrpqJ3tUgSTJOO/U0KKqCO/7yF9x7772497578ec7/ozDD9wP119xCYBcBHf9TbfUZE19yWSzhVKAaiZ6B0GUIrhMJoNMTyF3NRO9g4BhGAgsQbssIJPuxHFHHBJamYCazUDN9jQGiOC4nEo0dRF3XnDmssXQli8FgJpHcMk+SR+9Cr1XLwMAsK3tNV1TX6LQqivVJ227UquuIOF5HvvsvQ/23ntv6JoOgEIQRTBgMH36dBCWw5//dh9mHXM4qGWAYWvXFBsAUsneHTcqteoKg6gUeif7JP1UatUVFgJL8M+//RXvvvkGLnh7ARiGqXmht9znPFVq1RU1mjZyyxN2BJfRDWT6pOz3iuBWL3McwQVJ2M2W06qGtNp7eGhYERyQG54qiiJEUeo1RHXu7Fl45fEH0d6SBJTums+DS2eySGd6lyLEEVx/iiO3PCwhSPLRieAA4IIf/TjULEolk4HS5zzVSwTX9HIDwhVcUuD7RW9ALLi+pCSxX/SWX1NYgiuHKEoALwKmgZtv+UNNx+Wkkol+0RsQC64vyWSyX/QGABwbLcGFXSYgJ5P9ojegPgQXy62HsARXKnLLEwtuC6Uit+I1RU1whLD46LPlOP+SK3DtjX/Azy65tCaCKxW5FdYUC65AqcgtTyy4LZSK3PJEXXCx3IoIQ3AJgUNCKH/ps5/gPHYy8ZMwBJeURCQrtEuKouB22XEH/P7XlwJAzQSXTCSQrNDpPhZcjnKRW56oC+6KX16MTDr4OWtSIgkpUf48RVlwsdz6UGvBaaYFzazct9HJRO9aU2vBaboBbYB2YlEU3NzZs3DD/HkAaiM4TdOgaaUj3Dyx4ABVVaGqlV8fURXcOeedjz/d9zBMVghcJrqmQR/g9RRVwcVyK0EtBccRAs7J7LUmFxzHsuDYgWt9ml1wHMeB4wZOgm52wfEcB97BeYqi4K6YfyX2nLILCAG6NRMb1q8P7Oc5fT1FUXCx3MpQK8FROO/a2MyCoz3/c7qmqAvumWefC+TnUEodi7OZBefmPEVNcAAKdXD/e+VF7Lf75MDq4Nycp6gJrqnr3AaiFnVwTmcT5Sk30TtMalEH5/YPJaw6uErkJ3pvXL8eB++zeyB1cJZLQTVrHZzb88SxBCkmenVwLz/1BLKZNC44+0wAwLEzT/T1Z7gddRWlOrhYbgMQtOAE1v0fSDMKTuDdv1SjKjjbtgBDA5RuKAwPKZHyrVWX6HASRDHNKDhBEFw/JlcHB2SM6AjuN9f8Dqqi4J677wxEcLyH8xQVwcXbkg4IcotSMUwohun6cc22RZlVdWRV9xPLo7hFSQgL8CLSnZ048rgTfb0Gl1VUZD1MLG+2LUpFUaAoiuvHRW2LstQ0AT+3KFVFgerhPEVhizKWm0OCElyC55HgvW1NNZPgkpKApOT+U2R+TVEU3DOvLcBLr7/pa5JJMiEjmZC9ramJBJdIJJCoUDJRiWYSnJxIQPZ4nsIWXCw3FwQhuEpF3E5oFsFVKuJ2uqaoCe64rx/hexZlpSJuJzSL4CoVcTsh6oJ78oknYFnVr6lSEbcTwhRcfM3NJX5fgyvVesstzXANrlTrLS9riuI1OAA476J5uPbG3Micq664zPM1uFKtt9zSDNfgKhVwO4VjCZKIzjW4vOB232NPHHb8yUjrFlpEpqrrXaVab7klrGtwceTmAT8juGojtzyNHsFVG7kVrylqEZyfdXDVRm55Gj2CqzZyyxPFCG7Omd/F8JYECAE6FR1vvvGG5+erNnLLE0YEF8vNI34JrlzjZC80suDKNU72uqYoC+4vd9+DlV+u8PQ85Rone6GRBTdQ+y03cGy05sEBuSzsQSKHy392Po4/8mDP1+DKNU72Qq0FF29LVoEfW5SqmcuUlCv0l3RDo25RKvmJ5T4KLopblALPY9rO22OrwSlPdXBKT3SbkL0llfSlUbcoVTWXAeg1qaQvUSwTEFgCkTCFJBPAfZmA1tOiTJL9OU+13KKMI7cqqTaC41kC3kOtWyUaMYITOA6CgzZAbtcUtQjuzNNOwpQpu+aiJaUbS5cucbVFKfA8BI/Zt+VoxAiO5wXwvLfs23JEcYvy+ptuwSmzTvecRRnEeapVBBfLzQeqEZxNqesuJU5oNMHZth3Im2oUBZevg3v5tTcwbcbBrq7BWbbtuvuGozU1mOCCej01muBs23LdpcQJtRBcLDef8Co4SnNfQdBIgnPTW9LLmqIouIWfL0c6k3WVZOKmF6DrNTWQ4II8T40kuCDPU9CCi+XmI14E53QqgFcaRXBOpwJUs6aoCe57s05xnUXptNu9VxpFcE673XslyoIjhICyvCOZsBwHNsDzFKTgYrn5jFvBOZnnVi2NIDhVN6D6UDIx0JqiJji3ZQKqpkEdYP5WtTSC4JzMvauWqArusWdewCFfPwrdmjmgTJzMc6uWoAQXyy0A3AhO5jnIHpoCu6XeBZcQBSREfy9sl1tTPQsuIUtIyMFnfda74GRZhuxTRmkloii4PffYA+2yAEKAhUuW4olHHyl7vCTLkGpwnoIQXCy3gHAqOL+KuJ1Qz4Lzq4jb6ZqiLLjFixbB0Eo3s/WriNsJ9Sw4v4q4nRDVOjg73YE5xx+Fud+ZVfYanF9F3E7wW3Cx3ALEieD8LOJ2Qr0Kzs8ibqdriqLgHr3zVtx709XgTRXU6v+hyM8ibifUq+D8LOJ2Qq4OLlqCGzl8OPY/4MCKSSZ+FnE7wU/BxXILmIEEV8vILU89Cq6WkVvxmqImuG8cejDEVAtgGqDZLvzzscd7bVHWMnLLU4+Cq2XklieKW5QDTROoZeSWxy/BxXKrAZUEV+vILU+9Ca7WkVvxmqImuHwd3I9++Sscd+rsXtfgah25FdZUZ4KrdeSWp94EV+vILY8fgovlViPKCc7rsFI/qCfBZTUdWc39sFK/1hRFwW237TYAeieZeB1W6sua6khwXoeV+kE9CO4/jz8GwPuwUj+oVnB1IbcvvvgCc+bMwdZbbw1ZljFp0iRceuml0PVw3uy8UkpwIsdC5IKr3xqIehGcJPCQQohwi9cUNcGVyqIUBQGSWPsIN0+9CE4URYghnqcoC27Sdjtg212nwrYpBFGEEOJ5qkZwddE4eeHChbBtG7feeiu22WYbfPjhh/jud7+LTCaDq6++OuzluaJvs2VtpAlu8LBQ11QPzZZ1qR1Eqv32SN81RbHZMrBlHpym6bj0kotCXVM9NFtWFAVnHblzaGsCojsPbuPmDlhiAt2aCehGTWavVaJvs2WnDVMYGlRvlYD57W9/i1tuuQWfffZZ2WP6Fmp2dXVh7NixeO+m30BoH4YEz0ExTEgcC8O2QXoGRNqUgicEqmlB5jlkDROJolvNtMARBrT4WMuCzPU/VjUtCCyB1fOJgyUMdMuGQIDu5UtBqQFz6FbYaqsxyBoGJJ6DYeXWQhjAsGxIHIeMbiAp8FtuDQMJnoNuWmB73jgsSiGwBIphIsHz/R6jmiZ4lsCmFJTmuqOo5pZjEzxBetXnSPGAMWQ0EoPaYVo2wDBgGQa6aUEWeGQ0HUlRKNxmNR2ywEO3LBCGAcMwMC0bEs8ioxm9js3d8lANCxxLQHt6awocC0UzkOhzbIJnoWxcBY0yQMswtA4eDI5loeq5Y9OqhpQkFm6zmg5J4GFaFhgwIIRAN03IAt/v2IyqIyEJ0A0ThDBgwMC0LIgCj0yfY9OqhqQkQtMNsAxA1S5QwkIYPByqCSRlCWlFQUqWC7dZTYPI87AsGxQUHMtC0w0kJLHfsRlVgywKMEwTDMOAJQS6YUIWhf7HKioSsghNN8GyBAyA2+78O352+ZUAgHPOPAO/uOhnSCUTSGeySCUTUFUNHM+B2hS2bYPneaiqikRCLhyTv1UUFYIgwLIsUKBn3ToSstTv2GxWgSRJMAwDDCEghIFhmJAlEV3pDJKSlPt9tg6GouR+nqbrhW4zufMtIJtVkEwmkM5kkEomC7eFddOidSv5dfc+VlFUCGJu3QDAsix0TYcsS0hnMkgmErj07jdw/WOfAAB+PnMKzj1mSi7aJASGYUCSJGQyGSSTycJtNpOBnEhA1zWwbC4esCwTgiBCyWaRKDo2f6uqCnhegG3nojKO46GpKuREot+x6XQGJsvBMEyIHAuW42DoOiRJRjaTQaJnDYlkEoqShSTJMIycdBiGwDQNiKLU79hsNoNEIglN08BxLCjN9YrkeQGqokBOJPo9RlVV8AIPzTDRoeh48G93ISEKOOWM2VAyGcjJZOFWVRQIogjLNHPvEYSFYegQJanfsUo2v24dhLC59wjThCCKULN9js1kICWS0DUNHJf/3VswweHLjR1QdQPH77sLOjs70draWvb9vy62JUvR2dmJ9vb2isfMnz8fbW1tha+xY8cCAMyurlossSKEsOBGjwcDHta6VTA2rQ17SWAYFszQMbApA3PdSljpzrCXBIawYFqGg7EsoHs9bLW2mVvl1gSxNbdF2b0R1Ax/e/w7p56Iay6/GCxLsPOkrUHtcK7jFkMYBgzLAJYJWBrskLfeGIbBT46djJ8cNwUA8OsH3sOtT3wc6poAgGUJEhwLwgCaFf4WJQDwhGDxe2/hN5ddgssvuRD/evihsJcEWSAYlhTBOowk6zJyW7p0KaZOnYprrrkGZ555ZtnjykVub82dhWE77wxpq3G1WG5FNikKrJVfYBAxII6b5HoeXBBQ24K95jMQQsGPnhD6FiUAbOxMg3avw5CWBIiHeXBBQC0LUDvBcByYCGxRAsCCdz/AhNHDMWRIOyC3uJ4HFwQ2tUEtG+B4IOQtSiDXDPinf3oR1/3zIwDAlXNmuJ4HFwSmZSNjWLAoIHEk9Hlwtm3jrDNn46H77wMhBNfdeju+efwJoa4JAFZv2IS9tx0b7cht3rx5YHq2scp9vfnmm70es2rVKhx++OGYOXNmRbEBgCiKaG1t7fUFAKbFQVnyKdSVywP7tzlF5gUkxk2qeqK3n0QxyUSWRMhDRlc90dtPophksvP220JOpQDTwKrPl+Dq3/0+sK7uTolkkskpexYiuGomevtJFJNMrvv9TZh58qmwbRvnnzUHjzx4f6hrAnLdVZwQakLJueeei5NOOqniMRMmTCj8/1WrVuGrX/0qpk+fjttuu83zz+XHbA27eyOUJZ8CQKgRXLanDECucqK330QtySTTUwaQqHKit99ELckk3ZO2TSQRh55wOhYt/QLrNmzAVVdcBoYJLzEgakkmmWwWP/j6duA5vqqJ3n4TtSQTVVHwf1f8GhzL4p6778T5Z80BgEhEcAMRqtyGDh2KoUOHOjp25cqV+OpXv4pp06bhjjvuqOoPgyEM5O13gbLog9AFl+hpmtw3ixKIBVdMsqdpct8sylhwvUn1NLlNyBLOPfOMQhYlpRS/+dXlseB6SPUUJvfNogRiwRWT6DlPv7/5DwBQENw22+2AybvuGsqanFIXpQCrVq3CgQceiHHjxuHqq6/G+vXrC98bOdKbAAghkRBcIXLj2FhwFShEbiIfC64C+cgtIUu9ygR+d9OtABALrod0T0upRCIRC64C2Z7zJCcSBcGl2odizDY7wLZp6GUClagLuT311FNYsmQJlixZgjFjxvT6XjXXE6IguESfcTex4EqT7DPuJhZcaVJ9xpPEgitNqqilVKk6OCAWHLAlcgO21MEZNsVm1UC3ZuamHTi8BlZrormqPpxxxhmFced9v6olLzibT4WSZKKYJhSzd9q2l4neQRN2kkmp9lteJnoHTdhJJhlFRaZP+63iTia/u+lWXH3d72u6plKEnWSSyWaRyW5pMO11onfQhD0uR8lmoRSdJ0IIRI5FuyxA1xScNvPYsuNywqYuIregCTOCk9jSrbfiCK43slg6pT2O4HqTkEu3SspHcDf+6S845ahDQS0j9DKBMCO4RIkBnFGN4HLjcsKJ4MoNKhVYgsfvuxuvPP8MXnvxOQDAsTNPrMmanFIXkVstCCuCM2wbRplPrXEEtwXdtKCbVuk1xRFcAU03oemlC7jnzp6FN5/+F0YPbQeU7pLz4GpNWBGcrusle9NGOYILo0zAMHQYRukmBefM/X7FcTlhE8utiDAEl2uzVf76Ryy4HAOdp1hwOVhCCu3YSpFIJABeBEwD9/z9773G5YRFGIIjLAtSZtckFtwWCCFlo2kn8+DCJJZbH2otOKbnq/KaYsHli/orHhMLDgyT+6oEISyWrlyL2T+4ENfccEtTCo7p+V/Z78eCAzDw312UBRfLrQS1FJxJKUwHbyzNLjjTsnNNnAdaU5MLzjAtGGW2b4vZduLWuO6KXwDoPQ8uTGopONM0YZqV+2/GgnN2nvoK7tKf/RgdHR2BrckpcUJJGWqVZCK6SKNt5iQTiXc+866Zk0ykPiUTleg7LgdA03QyER1OdY9qkkmtygRE0dlrNC+4ZEsLDjnmeDBiMvQ6uDhyq0AtIrisYSFrDPxJe8uamjOCy2gGMprzBIhmjOAopUhnMkhnMo6jsFIDT5shgstkMshknE2YaOYILpvJFAq5B4IQgqt+ew32n743CAG6NTPUCC6W2wAELbgEz/Ur5B54Tc0nuKQo9CvkHnBNTSa47KYOrHtvEda/vwhKRxcovAnuX48/4duavBK04FLJZK9C7oGIsuCCrINLJJO9CrmdILAE7bKAD999CzOmTg6t2XK8LemAILcoi9tvuVtTc21RFrffcrWmJtmiXPLyAix89hUoPRmAy15egJ0OOwAT9p5SMXEiT36LcvGnS/CNA/Zp+Dq44vZbTonqFmWQdXDF7bfcILAEz/7rIXRu3hxas+U4cnNIUBGcl8hty5qaJ4LzErkV1tTAERwFhdLRhUXPvQoA4G0bvG2DUoqPn/ovjIzi+Lnmzp6Fa6/4JRjLBJRu6Gq2Ybco3UZueaIcwQWxReklcssz/6rfFpJMwhiXE8vNBUEILmuYhejN25qaQ3AZTS9Eb57W1KCCo5aN1Z8sKUjIIARGT3RDbRurFy6Fbbm7pgtehJbJ4ITTZjfsNbj8tUkvNJPg3Fxz60vfLMpaCy6Wm0v8FlyCZ5FwkQlYek2NL7ikyCPpckuy35oaVHCkaEubs21wRW/+LMcOXEjZ9/kIi+feeAuPPf18wyaZJJNJJD1GJEDzCK6ayA0IV3Cx3Dzgp+A0y4bmoH5r4DU1tuBUw4LqIqu07JoaTHCEZTF68naFbhsWYWD1pF9zAo+RO26Ti8Zc8vVDDmroLEpN1aCpWlXraQbBaZoKTasu6amv4O6/5++wfHjPG/DnBv4TGhS/BMcxDDif6ooaWXAcS8D5NFqj0QTHSxJ2P+5wcAIPQgFCAU4UsfvxR4L1eD0XaOwyAY7jwHHV59M1uuD8Ok95wf3fVVfj+tvvRFq3YNvBvpbibMkq8COL0u9fb6NmUfr9ptpIWZQMw2Dkjttg+LYTsPT9hWAYBhN33QGEJVVnzTVqobfTMgknRDWLkmMJUgyQ1r1nUfr5d0cIwdzvnwvdsrFJ0dGlGljx6SfYZcoU335Gr58XyLM2EdVGcDalsH1+427ECC6I89RIERzDMGB5HkMmjUP7xLFgOc63dPDiCO62O+7EZ58t9eV5q6HaCM62LFeJNgMR1QiOJdXVwdm27XuNocASDJZ4XD//Mhz1tf0CuwYXR24+UE0Exwc0v6rRIjihTAf3qtfUQBEcAIiCt3KJgZg7exY4jsUOW4/DxBHtdV8HxwdwnqIaweUE5y2C4/lgXk88YZDt2FRIMgH8r4OLIzef8BrBqZYF1cdPkL3X1DgRnKIbUPRg5o81UgSnqBqUKhMlyvG9Wadgv32n56IlpRtfrlhet9fgFEWBojivAXRKo0VwqqJADeA81SKLMpabj3gRnMxxkH24YFt+TY0huIQoIOGxiNvRmhpEcElZQlIObup3vg7uvfc/xNT9DqrbJJNkIoGky64bTmkkwcmJhOvuJE4JWnCx3HzGreCqLeJ2tqb6F1y1RdyO1tQAgksrCtIBfNIuhhAWb320CJs6Ous2i7KaIm4nNIrgqinidkKQgovlFgBuBFdN+y13a6pvwVXTfsvVmupccClZRkqWA1/TmaedVNdlAl7bb7mhEQRXbRG3E4oFRylFR3fGlzKBWG4B4VRwtYjctqypfgVXi8itsKY6FlwtIrc89VwHF3TklqfeBRd05JYnL7iHnngK3zrlNHRrZtWCi+UWIE4EV6vIbcua6lNwtYrcCmuqU8HVKnLLU6+Cq0XklifKghuo0LsWkVseQgj2nzED7bIAQoDPv1yF/zz+mPfn83FtMSUYSHCqaUE1g8mWLL+m+hNckNmSZddUh4LLahqyWjDZkuUoFtyCN9+Emk3X9OeXYiDBKYoKRfF3WGwloiq4gTqZqKoCVa3NTkAegSUgagZnzjwaZ337ZM/X4GK51YBKghNYAsGntlLu1lRfghM4FoLLmXe+rKnOBCfyPES+9vVnc2fPwgO334h//vkmSNQAtWr7QaQUlQQnCAKEgGoCy1GPguMFIZCawIEY2j4Ye+21V1VJJrHcakQ5wVk2hRVwj7Xya4q+4MyuTQAA07Rgmrlrk353TBhwTXUkOMuya9KUthTHff0IpAYNLtTBPfPss5HdorRsC5Zd2x0ToP4E53cnF6f4kUUZy62GBDXwtLo1RVlwgLHyMyx87Em8ePNdeOGmu7Dgnn9C60rHgkNpwdGe/4VFvg7uV9fcgMOPOzm61+AozX2FQD0JLsTTVLXgYrnVmL6CM9euAkvCa0KbW1NUBTcJqz75HAlk0ZriAMvC2sWf49W/PBjKX1w9CI6lJriAWpU5hRAWQ4YNAxDdJBNCCNgAmycMRL0IjmWJL1MBvFJKcM88+YSzxwa8tpgSFAuue9kX6F71ZdhLipzgKLWxecVqvP/qYmQ2pzFs3FAkB+eytpTObqz6cHHNozcg+oJTN62NREJH1LMotWx3IG2l3BBlweXLBLqzCrQaJ5T0pVhwo8eMxdbb7+TscQGvK5Lo6zeEvYSC4HhWBpZ9Hm9R9oVSZDZuBrWBhe+tgNXZjQlj2zBocC7NPbO5I7SlRVlwMksgG92eJnr7TZQFJ/McZIGE8gGpmKgKLl8Hl0jIYASx6one1ZIX3L+fexFjxo519piA1xRJMp8vQ3rJkrCXAUII6NbbIxNfg+sHwxAMHjsaAHKCW7wem7tUjJs4FIMGyxi8VcgTDiIquDQV0Z1RXA88DYpSggsbwhBkVBWZrq6qJ3r7QZQFx+gqtGym6onefkAIweiRIzFIdJYN3JRyo0RAetGnkRBckucweNIOcZJJXxgGqWFDMGqnbQEArKpj+QfLkdmcxqSdtkL7iDbXAyp9X2IEBdeSlJFqG+ppondQ5AXHMAzGjxoWiTKB1lQSqZZk1RO9/SKqgmtpacHQQa1VT/T2E451lqPQlHKTJ24DJjU4EoJTLAsapXEWZSkoxe7fOgI7HjID0lYjIY4YDrN1FFpHjYa52v3A0yCImuDSqoaMbngalxMkc2fPwjvPPYa5p50AKN2hCy6dySKbVasaeOo3URRcJpOBqihVDTwNC4aGvQleQ7q6utDW1obXfnwxBo8eje733wNNb0Zq+22R2mabUNaUn+UmsSxs24ay6AMQIw15m20dDzwNEtu2YC5bDIYaEMdNCmXgKbVtqGbuD0riCAAKe81nIISCHz3B8cDTIKGWBdqxGgzHgYQ48DTbM8stIYmglgWonWA4DoyLgadBYtsWYGjY1J3BXY8+iR98/xwwTO2zhbM9ySQJWYZNbVDLBjgecDHwNCgopZh39//w6/vfBABcOWdGaANPs9ksACCRSMCybaR1CxbN/R36NendLZs7OrDNmJHo7OxEa2tr2eOaMnIDcvu3LbtOCT2CU20bas8nxrgOrjQMIcgaBrKGAYYQzwNPA11jRCK4rKYj29Ng2uvA0yAhhIUBgsNPmo0fXzwvtCSTbFZBNpsTnNeBp0ERpQhOyWah9AjO68DTsGhauQF9BbcY6U9rLziBEAhFnxRjwZVG4jhIRfU2seBKIwk8JGHLBfcoCk4UJXzn1BMBhJdFKUkSJGlLJBsLrjSiJEEsOk/1JLimlhtQLLh2pBfXXnCl2m/FguuPadsw+7zhxILrj2lZMPu0S4qi4MIuEzBME4bZe9RUQXBWLLg8pmkW2t7lqRfBNb3cgHAFxzC5r1JrigW3hXLnKRZcn5/d879Sa4oFtwWGYUpe6yMMAUNiwRX//FLnqR4EF8uth7AER1D+lxALrujnMgxImcSDWHBbIISUTYioB8FdefW1Nfm5LCFgy5ynWHBbqPR6irrgYrkVEYbgDEphVPi0Ggsuh2HZMCp0u48Fl0M3Tehm+cnuURbcmFEjcPzhX6tJmYBuGNCN8j8nFlwOw9BhGHrZ70dZcLHc+lBrwYmEQBwg9TgWXP+EklLEggNkgYcsVO7gEFXBffDfJ7HN2NE1qYOTJRGyJFY8JhYcIEkyJKnyZPeoCi6WWwlqKTjFsqA4mJfU7ILL6EauOHkAml1waVVDWh14EncUBdfa0grwImAa+Pdjj+Hnl14e2DW4dCaLdCY74HHNLrhMJoNMJjPgcVEUXCy3MtRKcDLLQnY4oqSZBZcUeCQHiEjyNLPgUpKI1AARSfGaoiY4Qlh8uX4zZn73PPzmuhvx04t/GYjgUskEUsmEszU1seCSySSSyaSjY6MmuFhuFegtuE+RXrLU95/hNHIrXlMzCs5p5JYnaMFRSmHbFNSmjt98gxYcpTa6swq6s4qrNUVNcOPGbIWr5/0cAPC7m24NRHBOI7c8zSo4p5FbnigJLpbbAPQr9PZZcG4it+I1NZvg3ERueYIUXHr9Jix+/lUsfO4VdK91PkIpSMF1r92I1W++jzVvfYD0+o2u1hQ1wRVnUQYhODeRW55mFJybyC1PVAQX3ojVOiIvuO7330N60WIAQGqbSb48t9KTASh5FJyy6AMoSz7NPUfIvSjzgjOXLYa2PPchwK9elNmezDZZcPeSLQhuzWcwVn0BjEbVvSiXvLwAC599tfDfS195C9sesBe2P3C6szWxLDBoFGjHatgbVwI+9KJc9Pxr+PS/b0Dlcx8AVrz6FnY4eD9s85U9HK+JSm2gaifQtR6IQC/KubNnAQDOu2gefnfTrQCA3/zqcl96UWayW3pLuoEwBDZBIeHFDrkXZV5wAPDr+9/Ehbe/BAC+9aIs7i3phpzggLRuQTVtSBxq3osyjtwcElQEJ7EEEuvt19BMEZzMc5B5b5/F+kVwXZs8PQ8FoHansei51/p9b8l//4fs5s6ab1FSSpHZ1IFP//sGAIC1LbB2bpt70XOvQktnQFG/W5R9I7j7HviHL8+bkCUkZG/ybqYITpZlyC4/AOQJO4KL5eaCIARn2DaMKv44mkVwumVDr1DnNhC9BLd6mSfBUcvCmoVLSwqMUmDNwiWgLn6XfgiO2jbWLNzyOrQZArvnE3L+e9TFeYuy4E771tE4/rADfCkT0HQDmotruH1pFsHpug5dL1/nNhBhCi6Wm0v8Flylzhtu1tTogmMZBmyV56lqwTEMuArX/VieB0q0vqr4lD4IjivaqmUoBVMkX1bg3C4psoL78+9/C5bagNINU1erugbHsgSsxx2TPM0gOJZlwbq8ZNLvOUISXCw3D/gpOAau33vKrqnRBecH1QiOEIKRO24LThT6fY/lOYyevD2IhzfMagRHWBajJ28PtkSBOycKGLXjtiDE/ZtTFAXHshzAi7A0Fd8569yqelGW68HplkYXnF/vT2EILpabR3oLbpHnOjiLUlg+ZYE1suAs24bl0xtHNYJjeQ57nPB1CIkt12t4WcS0448sKT3Ha6pCcJwoYOrMI8HLEijDgDIMhISMPU78Bgjn/VN3FAVHCIsX/vcO/v7QP6tqtlxqeoLnNTWw4EzLhGmVb+fmhloLrmkncQ8ZM8aX57Rtu2ei9yakttsOqW3dTfTO17i5LQcYaE2NNtE723N9JOGyHKAS1La2TPQeNR5sa7uzx9FcfduGz5aDUophk8blhqj6kMXndaI3pTaoTbF84VIwhMHY7SfmYhMfMvmiONH75jvuwnkXzQMA/PDcs3HVFZe5Ov/5bMlkwluyRClsaueuubKNM9Hba7ZkJaqd6B1P4q4R1XYyUS0Lqk+fIIvX1GgRXNYwkTX8+QSZp18E57AOjmEYEJZg2DbjMXzbCSAs64vYAO8RHMMQEJZFYvRIyCNHgBDWF7Hl1xS1CK7acTnFk7j9ohEjuGwmg6yLIm4n1CqCi+XmA9UIzksRt9M1NZLgkjyPJO9f1JanmkLvcrOuql5TFVuUKVlESnbWfsvtmhpJcMmkjGTSv6gtT6MJLpFMIuGyiNsJtRBcLDef8Co4t+233K6pUQTntv2WGxqpF6XTxsle1xRlwd142+345JNPHD3ObfstNzSS4Ny233JD0IKLO5T4SK9OJot7OpkMcA0uiKit75oaoZOJ29Zbbgmik0nVa/LQycRp0+Rq1hTFTiaEEIwdPgQ7jhsJahlg2MqvF7ett9zSKJ1M3LbeckuQnUziyM1n3EZwQUZuxWuq9wguyMgtTyNEcEFGbsVriloEd/bpp+KIww4BTANQurFu7ZqKW5RBRm55GiGCCzJyyxNUBBfLLQDcCC6oa26l1lTPgvPSONkL9S44NyNvql1T1ARHCAvwIpYsWYo99z+k4jU4L42TPa2pzgXnpXGyF4IQXCy3gHAqOM22odXoBV/PglNNE6rpb7ZkOepZcKpuQA04wi1eUxQF98rbH2DlmrUVk0xUVYMacIRbWFMdC05VVahqbX6vfgsulluAOBEcxzDgAsi4q7SmehQczxLwVbZLckO9Co7jWHBVFG57WVPUBDf75JkDZlFyPAfOYyNuL9Sr4HieBx9AlnI5/BRcLLeAGUhwtOer1muqN8HZNPdVS+pRcJQ6H57q55qiJriBygRoz6DZWlKPgqO27aoZuB/4JbhYbjWgkuDCeNPOr6meBGdTCjuEZjp+jcvxdU0VBGfbuQnhYaypngRn23Yocqk3wdnUhh3CsFE/BFd3ctM0DbvtthsYhsG7774b9nIc019wubR8YluAkRspUesXej0JrtbbksV47WQS6JrKCI7nWPA13Jbsu6YoC+65F/6LTHcXgNpvtxVTT4LjeQE8771najVUK7i6q3P76U9/itGjR+O9994Leymu2VIH9y66PlmMLxa8j882dMG2bQxrTWHyEQeiZcSwmtbD1EsdnCq3AQi+3q0c9VIHp/aM3kp5HMTpx5qiWAfXPqgNB++7J5LEArWMQpJELTImS1EvdXCnzsi9F9QiY7IUpergnFJXkdu///1vPPXUU7j66qvDXopncoLbDWu+WAu6YT1aLQNE1bB5xWq8fudDMLXaZHD1XVPUIzi+exMSIX3SzlMP1+AkqiNRxXQCv9YUtQjupGOPRvuw4YU6uPfefw9ySB8A8tRDBPeX55ZA9rFpshf6R3DOtt3rJnJbu3Ytvvvd7+KRRx5x3KFa0zRoRbLo6sptSWig6LBMSAyBSm1IDIFB7cLQUJtS8EXf63urUxscw+SSQSgFyzDQKYVY4liN2hAYBlbP74MwQOeGTVi6phPtI9sgDUuAAwfzy3VQRAFL3/0Yo6ftApYQMABMSiESAsWyILNsr1uJZWHYNtietdiUgicEqmVDZvs/RrNt8AwDG7nJ0SxhoNs2pJ7nF7fZCZuWLkRy6VLAtNEyegysnus3LGGgWzYkjkXWMJHgucKtYpqFtRCG2bJuliBrWL2Ozd2y0Kwt53DLui3IXO9jpa0mIbt8KTLLloFTDAwdOQocIdBMCzLPIaMbSAp84VYxTIgcC9O2wTC5YbCGZUPi+h+bNQzIPAfdKlq3bUPkWGR1s9exGd1AQuCgmRbYwWNgr1sO+sVnSIweC51PIiEKyGg6kkW3im5A4NjcSCNKwbEEmmFBFvh+x2Z1AxLPwbSsXGNmhoFhWZD4EsdqOmSRh25aYElu4pbJD4KQ3YiV6z9DcsgIyK2DkJJEpFUNKUmEqhvgOBaU5q7J8RwLVTeQEIXCMflbRTMg8FzPiCEKlrDQjNLHZjUdksDDMK3cOSQMDDP3b+xWCVKMgkzn52gZNhoZgyIpi9B0ozAA07IsiAKPjKIhJUtIKwpSsly4VTQdPMfl1k1t8BwHRdORlMR+x2Y1DSLPw+qZPM6ypGfdW47tyii45/678OPLf4M5p5+G+Zf9EizLgiEMTMOEJIlIZ7JIJROF20xGQSIh9ayb9KzbhijwyGZVJJNyv8coqgae52DbFNS2wfM8VFVFItH/2HQ2C5HnYdIugBPBczx0XYcsS0hnMkglk4XbbFaBJEswDAOkZxLFlnX3PjaTySKRTEDTNHAsB4DCsiwIgoCsoiCZSPR7jKKq+NExO0HVVFz76If4xZ1voKOzExedOgOZTAbJZLJwqygKRFGEaZpgkJstmFu33O/YbDYLWZah63ruvY1hYJgmJEnqd2z+VlXVwu/esm1wHIfNXWmoDhuo10XkRinFGWecgbPPPht77LGH48fNnz8fbW1tha+xY8cCAJRVa4Na6sBQimxn7vrIxm4d2vo02mCiVcx9zlA704E043UCIQTShO1gc0loy5dBW70ylHX0XhMLdqsJkAgHdv1KmJvXh70kMAwLZti4XAS3ZgWsbFfYSwJDWDCtIyARQFI6QNVgu0o4WhNLAKk1N8anewNg1n5Xoi+EEDBcbgfg9r/ejXm/urLm2aX91sQQMITpieC0UBI4imEYBhcdPwU/PGYyAOCaRxfilsfeD3VNQO53l+BzEZwTQp3nNm/ePFx22WUVj1mwYAFeffVV3Hffffjvf/8LlmXxxRdfYOutt8Y777yD3XbbrexjS0VuY8eOxUN7H4ytdt4Rg3fdya9/iiu0dBbP/u5PoLYNa0gbhrQIGA4dHYqJrY84CKMnb+dperJfRHEe3IZsFuaqZRhCvM2DC4Je8+BGTwj9GhwArNvcBdq9AcPbEq7mwQVJFOfBXXXjrfj5Fb8B4G0eXBBEcR7cT257Htc/lmtG7WUeXBBs2tyBMaNGDDjPLVS5bdiwARs2bKh4zIQJE3DSSSfhX//6V68Xn2VZYFkWp556Kv761786+nn5YaUPfu1YtGgqBm2/TWiC+/jJF/H5G+/AlnLXR0ZJBEOGt2DM1/ZDy3bbhbKmYqImOMW0YNsW+JVLPQ88DYKoCS6rGaC2BTm7wfXA0yCJmuCyiorb7vo7fvTLXwGIBVeOTCaDX93/Dn77UC6BLwqC6+joxOiRw6MtN6csX768cL0MAFatWoXDDjsMDz74IPbee2+McThVOy+3x8/+Cfj1G0DXrAlVcF+++zE+W/I5LMPAmBHDMaxNAM12omV79xO9gyBKgtvckwbYJrBVTfQOgigJbmN3rhlwe0L0NNE7SKIkuA0dnQCA+x/+Z1UTvYMgSoLbuHETKKW44d9Lqpro7SdO5VYXCSXjxvV+U02lUgCASZMmORZbMQzDoG3qFHS+DXQsyhVUhyG4rXbZAe27bg8AkJFLrnAzLidoolQmIPRcyPcyLidoolQmIPTUuHkZlxM0USoTEHsyb+fOngUAOO+ieWiReMA2c1IJkSiVCQhCbmfJy7icsKmLhJIgIISgbeoUMCNHomPREmx+/+Oar4FhSaFDCUNIVRO9gyIqZQKWTQuZm9VM9A6KqJQJWJTmsjNR3UTvoIhKmYBl2YWsyrmzZ+H1Jx/CJed9D1C6C1IJk6iUCVi2Bcu2qp7oHQZ1KbcJEyaAUloxmcQJURBcqTXFgnOyplhwJekpOyisKRZcSWjP//LsudsUgBcB00B6wxr84U+3RySLMmTBFb2e6k1wdSk3PwlbcCyDfqmtseD6wxKmp6areE2x4PrCsQRcnzZlseD6w7EsuD5zFAlhYREOx3z7LJz7o4vw04t/2fSCYzkOLLfl6lU9Ca7p5QaEKzidUugl/oBiwfVGt2zoVv8/7FhwvdEMC5rRf7J7LLjeaLoBrcTcO54XMPOYbwAAfnfTrU0vuL7lVED9CC6WWw9hCU5kCESm9K8hFtwWJI6FVKYhcCy4LcgCD7lM/81YcFtISCISZSaWFzdbbnbBJWQZCVnud389CC6WWxFhCE6lNtQKHQliweXIGiayFdruxILLkdF0ZDS9/JpiwQEA0oqCtKKU/X4suBzpTAbpTOluN1EXXCy3PtRacBJDIJWJ3IrX1OyCS/AcEgNMTo4FByRFAckBGifHggNSsoxUiYikmL6Cu/zXVwW6JifUWnCpZBKpChMBoiy4WG4lqKXgBorcitfUzIIbKHLbsqbmFtxAkVthTU0uuIEitzx5wQ1tH4xjDt6/6coEKkVueaIquFhuZaiV4JxEbsVralbBOYnctqypeQXnJHIrrKmJBeckcsszd/YsfPzyU5iy/aSmq4MbKHLLE0XBxXKrQC0Ep1Ebmosu4EELjtLcvCQK6vgPphaCU0wTiuls1EVuTc0puKxuIFsiC7DsmppUcBlVQ0Z1PqVgSHt7oQ7u5RdfwC8uv6IprsFlswqy2YEjXCB6gquL9lthkhdcUK26BA997LZM9Pa/VVf3uo348t2PYZkWRu44CcMmjgcFRW7aWeU1BdmqS2LdT0loxlZdksPotteamrBVl+xhoCshLNZ0pnH0rO+hO52Bqmr4za8uD7UXZdCtuqQyGaXlKDfRO4xWXXHk9v/bu/uYqs4DDODPuRe4H3yluIJDUam1JcYY55USF52yOtAYtWya2lgTTG1CRw3GZPVrndqsY2vqukZjlXRRo61t6qKmm1l1iaJZY6OCNVKlYougWBW1fHs/z/6YXEFUzrn3nPuec+7zS/zDg9w+OYE+933ved9XAT1HcH23S1KbScsRnAwZ339Vi2NbP8J3J2px+dRZfLVrH74+cGjQYuubSa8RnD8Ugj+Cd6bxNoILBIMIBAeucxs0U5yN4PyBAPwqZgJ6Dc3MxJ/W/g5AfDxFGcl9MsoIjuWmkF4FJ0lSxO/8tCy4wF0vzv/nvwOuN5/5BrebW4RPUdrunU4d0ffGUcFF8/MUTwUXzX2Kp2UCkf7eGaHgWG4q6FFw0r0/0WSKtuBkOYSbl5oQesQ7tOv136nOpHXBRX+f4qPgonkTAMRPwdkkG2wKH+R6mHgpOMl27zUj+V7BBcdyU0nrggvIMgJR/lJEX3ASEh7zGUSiIwmAuoxaF1wgJCMQivY+Wb/g/MEg/BFMS/bLFAcFF+m0ZF8PFtyOXR9F9Xpa0Lrg/H4//P7Inw4VWXAstwhoWXBJkg1JUbyD7Jsp0oKTJAlPjh4BV9rAhwhsdjuGTxgb0bs3LQvOkWCH4xHbb6nLZIKCa78d8Ws5ExPhTIz+PDKrF5zLkRTRQyUP6i24Ob+ajpdmz7DcMgGX0wmXM7oHeUQVHMstQloVnNJF3Eoz3S+4i+hsuKT4e2UZmPTSXLifSA9fS3I58bNfz4QjJVnxQyUPy6RFwSldxK0sk8EL7trliAtO6SJuRZksXHBKF3Er8dsli/GPHdvgsEtATwdCAZ9lpiiVLOJWQkTBcSlAFLRYJqB0AbeaTOFlAvX3lgk8PVrZ92UOQeGyUty5cg1BfwBDRg6DZIv8g/e+rx3tMgGlC7iVZzL4MoFrlwEA9rQMVa+hdAG34kwWXSagdAG3UnZ7AkKSBNl3Fyv+sBpJrmT85Y8bTL9MQMkCbqVivUyA5RalaAuud9Tm1HAQHU3BAUBGTrZmWfq+djQF1ztqc2kwNXk/k/UKrnfU5nZEPzUZzmTBgusdtbld2q2ds9nsOFZ7Dpv/vit8zewF1ztqc7vdmuSJZcFxWlID0UxRqtl+S22m/09RPoHO+m9VTVHqJZopSjXbb6nLZK0pSjXbb6nKZLEpSjXbb6nxi8kF4YdM/rp5K1b+fp2ppyiVbr+lRqymKFluGom04LT8zO1hmaxScD3+AHo0+sxtYCbrFJyWn7kNyGShguvsuYvOHn32rez7FKXZC66rqxtdXd2a54lFwbHcNBRJwek1cuubyQoF97jDSrXJZIKCU7BMwO1I1HRKckAmixRcssuBZJe6raXUsErBud0uuN3aj3AB/QuO5aYxtQXnl0Pw6zRy65vJ7AUX6fZb6jIZvOAUrIPz+YPw+aNb5zZoJgsUnNfnh1fFBtOR6Ftwf9tShZraWl3/e0qoLTivzwevT5+ZAEDfguMDJTpQ85BJNLtJqM0UyUMmemdS+pBJ7O6TwR8yGWSzZbs9NvfJ7A+Z2CPYiDsSv12yGJIkId3txMRnRkEO+iHZ9RtZK6HmIZOEGNwnvR4y4chNJ7E+0VtpJrOP4GKTyfwjuJhkssAILhZeK30ZC+eXAAE/0NOBO7dbTTlFqSc9RnAsNx0pKbiQLCMUwx/0/gVXb5oDT2N/n8xZcMGgjGAwdvfJrAUXDAYRjHKbMjVsNjuQ6MDVK1fw81/OMs1elJGeMhEJrQuO5aazcMFlPbzgEiUbEnV8oORRmfrvZGL8gku02ZCo4TlVyjKZr+CSEu1ISozNlFs4kwkLzpGUCEdSbKcHbTY7qk+ewcXvL5tms2VHUhIcSdovLXkULQuO5RYDNpsN6Z6Hj+D0XAowWKb7IzjjF9zdQBB3A7F7p30/k7kKrtvrR7c39vsbmq3gunq86OpRfhK3Vl6eX4LNf94AwBynCag5iVsrWhUcyy1GHjVFqfdSgMEymaXgXIkJcOmwiFtZJvMUnF6LuBVlMlHBpbicSNFwdxI1Xit92TQFl5zsRnKyNruTqKFFwbHcYuhhBSdq5NY3kxkKTsuNkyPLZI6C03MRt6JMJik4LTdOjoRZCk6rjZMjEW3Bsdxi7MGC856/KGzk1jeT0QvO3vqDLttvqctk/IJz+ruFjdzCmUxQcMmJNl2231Kjb8H98+C/8eOdW0LzAAMLzu1yab79lhoPK7iqf32t6Hvjap1b7zujbp8XnXfFvWsDAPvYZ9Hu96H1u++REvQj59kxQvMAgPTMM+g8dw6d575BiteL5KeeEh0JoRFP4+7FOrTXX4SzuwdDc9SdJqBLpidzEGhugPTtN3B09yBhSJboSJBThyJ0vRF3fqxHwk9+iqwssWvzAEBOSIPcdh1S10XYMrJhc6aIjgQ5ZAc629DafQOS+wlkZj4pNM+i38xDgt2OKZ7xsHm70XbntvB1cAAQkkOQQyG0/tgB2JOE36cVc/Pg7enCxn21WL/9CAAMOtKVZNFj4Ri6cuUKcnJyRMcgIqIoNTc3Y/jw4Y/8elyVWygUQktLC1JTU4UeQ9FXe3s7cnJy0NzcjLS0NNFxDIv3SRneJ2V4n5Qx4n2SZRkdHR3Izs5+7PE9cTUtabPZHtv0IqWlpRnmh8fIeJ+U4X1ShvdJGaPdp/T09EH/DR8oISIiy2G5ERGR5bDcBHM4HFi3bh0cDv3OlrIC3idleJ+U4X1Sxsz3Ka4eKCEiovjAkRsREVkOy42IiCyH5UZERJbDciMiIsthuRERkeWw3AzI6/ViwoQJkCQJZ86cER3HUBobG/HKK68gNzcXLpcLo0ePxrp16+DziTvmxSi2bNmC3NxcOJ1OeDweHD9+XHQkQ6msrER+fj5SU1ORmZmJF154AfX19aJjGV5lZSUkScLy5ctFR1GF5WZAb7zxBrKzs0XHMKQLFy4gFAph27ZtqKurw3vvvYetW7dizZo1oqMJ9emnn2L58uVYu3YtamtrMXXqVMyaNQtNTU2Df3OcqK6uRnl5OU6cOIHDhw8jEAigqKgIXYLOKzODkydPoqqqCuPHjxcdRT2ZDOXgwYNyXl6eXFdXJwOQa2trRUcyvHfeeUfOzc0VHUOo5557Ti4rK+t3LS8vT161apWgRMZ348YNGYBcXV0tOoohdXR0yGPGjJEPHz4sT5s2Ta6oqBAdSRWO3Azk+vXrePXVV7Fr1y643bE/2t2s2trakJGRITqGMD6fD6dPn0ZRUVG/60VFRfjyyy8FpTK+trY2AIjrn53HKS8vx+zZszFjxgzRUSISV6cCGJksyygtLUVZWRkmTZqExsZG0ZFM4dKlS9i0aRM2btwoOoowra2tCAaDyMrqf2hqVlYWfvhB/GnhRiTLMlasWIEpU6Zg3LhxouMYzieffIKamhqcPHlSdJSIceSms/Xr10OSpMf+OXXqFDZt2oT29nasXr1adGQhlN6nvlpaWjBz5kwsWLAAS5cuFZTcOB48o1CWZcOcW2g0r7/+Os6ePYs9e/aIjmI4zc3NqKiowO7du+F0OkXHiRj3ltRZa2srWltbH/tvRo0ahYULF+Lzzz/v9z+jYDAIu92ORYsWYefOnXpHFUrpfer9ZWtpaUFhYSEKCgqwY8eOxx5aaHU+nw9utxufffYZSkpKwtcrKipw5swZVFdXC0xnPMuWLcP+/ftx7Ngx5Obmio5jOPv370dJSQnsdnv4WjAYhCRJsNls8Hq9/b5mVCw3g2hqakJ7e3v47y0tLSguLsbevXtRUFBg2ENWRbh69SoKCwvh8Xiwe/duU/yi6a2goAAejwdbtmwJXxs7dizmzZuHyspKgcmMQ5ZlLFu2DPv27cPRo0cxZswY0ZEMqaOjA5cvX+53bcmSJcjLy8PKlStNM43Lz9wMYsSIEf3+npKSAgAYPXo0i62PlpYWTJ8+HSNGjMC7776Lmzdvhr82dOhQgcnEWrFiBRYvXoxJkyZh8uTJqKqqQlNTE8rKykRHM4zy8nJ8/PHHOHDgAFJTU8OfR6anp8PlcglOZxypqakDCiw5ORlDhgwxTbEBLDcymUOHDqGhoQENDQ0DSj+eJyFefPFF3Lp1C2+99RauXbuGcePG4eDBgxg5cqToaIbxwQcfAACmT5/e7/r27dtRWloa+0CkK05LEhGR5cTvp/BERGRZLDciIrIclhsREVkOy42IiCyH5UZERJbDciMiIsthuRERkeWw3IiIyHJYbkREZDksNyKT2rNnD5xOJ65evRq+tnTpUowfPz58ECdRvOL2W0QmJcsyJkyYgKlTp2Lz5s3YsGEDPvzwQ5w4cQLDhg0THY9IKG6cTGRSkiTh7bffxvz585GdnY33338fx48fDxdbSUkJjh49iueffx579+4VnJYotjhyIzK5iRMnoq6uDocOHcK0adPC148cOYLOzk7s3LmT5UZxh5+5EZnYF198gQsXLiAYDCIrK6vf1woLC5GamiooGZFYLDcik6qpqcGCBQuwbds2FBcX48033xQdicgw+JkbkQk1NjZi9uzZWLVqFRYvXoyxY8ciPz8fp0+fhsfjER2PSDiO3IhM5vbt25g1axbmzp2LNWvWAAA8Hg/mzJmDtWvXCk5HZAwcuRGZTEZGBs6fPz/g+oEDBwSkITImPi1JZFHFxcWoqalBV1cXMjIysG/fPuTn54uORRQTLDciIrIcfuZGRESWw3IjIiLLYbkREZHlsNyIiMhyWG5ERGQ5LDciIrIclhsREVkOy42IiCyH5UZERJbDciMiIsthuRERkeX8DzAB+D22cURsAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for penalty in (1,0.1,0.05,0.01):\n",
    "\n",
    "    clf = svm.SVC(kernel='linear', C=penalty)\n",
    "    \n",
    "    # load data and fit the model\n",
    "    clf.fit(X, y)\n",
    "\n",
    "    # extract parameters of the decision boundary\n",
    "    w = clf.coef_[0]\n",
    "    w1 = w[0]\n",
    "    w2 = w[1]\n",
    "\n",
    "    b  = clf.intercept_[0]\n",
    "    x1_vec = np.linspace(-5, 5)\n",
    "\n",
    "    # decision boundary\n",
    "    x2_decision = -w1/w2*x1_vec - b/w2\n",
    "\n",
    "    # upper boundary of margin\n",
    "    x2_up   = -w1/w2*x1_vec - (b - 1)/w2\n",
    "    \n",
    "    # lower boundary of margin\n",
    "    x2_down = -w1/w2*x1_vec - (b + 1)/w2\n",
    "\n",
    "    # visualization\n",
    "    \n",
    "    fig, ax = plt.subplots()\n",
    "    plt.plot(x1_vec, x2_decision, color=np.array([0, 68, 138])/255.)\n",
    "    plt.plot(x1_vec, x2_down, 'k--')\n",
    "    plt.plot(x1_vec, x2_up, 'k--')\n",
    "\n",
    "    plt.scatter(clf.support_vectors_[:, 0], clf.support_vectors_[:, 1], s=50,\n",
    "                facecolors='none', edgecolors='k')\n",
    "\n",
    "    plt.scatter(X[:, 0], X[:, 1], c=y, cmap=cm.get_cmap('RdBu'),\n",
    "                edgecolors='w')\n",
    "\n",
    "    x_1_2_min = -5\n",
    "    x_1_2_max = 5\n",
    "\n",
    "    YY, XX = np.meshgrid(x1_vec,x1_vec)\n",
    "    xy = np.vstack([XX.ravel(), YY.ravel()]).T\n",
    "    Z = clf.decision_function(xy).reshape(XX.shape)\n",
    "\n",
    "    cnt = plt.contourf(XX, YY, Z, levels = 20, cmap=cm.get_cmap('RdBu'),\n",
    "                       alpha=0.5, linestyles=None)\n",
    "    for c in cnt.collections:\n",
    "        c.set_edgecolor(\"face\")\n",
    "        \n",
    "    plt.axis('scaled')\n",
    "\n",
    "    ax.set_xlim(x_1_2_min, x_1_2_max)\n",
    "    ax.set_ylim(x_1_2_min, x_1_2_max)\n",
    "    ax.set_xlabel('$x_1$')\n",
    "    ax.set_ylabel('$x_2$')\n",
    "    plt.xticks(np.arange(x_1_2_min+1, x_1_2_max+1, 2))\n",
    "    plt.yticks(np.arange(x_1_2_min+1, x_1_2_max+1, 2))\n",
    "    ax.grid(linestyle='--', linewidth=0.25, color=[0.5,0.5,0.5])\n",
    "    plt.title(\"Penalty C = {:.2f}\".format(penalty))\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
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